{"id":"79f7947b-e8d5-4ef7-8655-0f377c2afe00","arxiv_id":"2506.06552","paper_version":1,"verdict":"REJECT","confidence":"HIGH","novelty_score":3.0,"correctness_risk":"high","formal_verification":"none","parameter_count":5,"one_line_summary":"A survey of 114 visitors to Nusliko Park finds that better tourist experience and higher satisfaction are associated with stronger revisit intentions, with satisfaction partly mediating the experience effect.","lead":"This study reports that tourist experience and satisfaction are positively linked to revisit decisions at an Indonesian ecotourism park, based on 114 questionnaires. The small, non-random sample and missing data make the evidence fragile, but the findings align with a large existing tourism literature.","discovery_kind":"extension","skeptic_critique":{"model":"deepseek-v4-flash","headline":"The mediation claim rests on an unverified, non-probability sample taken while the park was closed, and the abstract and Methods disagree about who was eligible.","rationale":"The reader's weakest assumption identifies exactly the load-bearing issue: the sample's representativeness and the inconsistency between the abstract and Methods. My independent reading reaches the same conclusion, so the verdict does not change. I credit the paper for internally consistent path arithmetic and for following a standard PLS-SEM reporting template, but that does not repair the missing link between this purposive sample and the population of Nusliko Park visitors. The concrete test would settle the concern by checking whether the reported mediation effect survives eligibility verification and a simple sensitivity analysis; if the data or protocol are unavailable, the claim remains empirically unsupported, consistent with the rejection verdict.","tokens_in":9538,"tokens_out":4410,"duration_ms":48814,"concrete_test":"Request the raw questionnaire data and sampling protocol from the authors. Verify that every included respondent satisfies the abstract's eligibility criteria (at least two prior visits and North Maluku domicile) and that responses were obtained from people who had actually completed a tour. Then re-estimate the PLS model on the eligible subsample with X.11 both included and excluded. If the indirect effect of Tourist Experience on Revisit Decision through Tourist Satisfaction loses significance (p ≥ 0.05) or changes sign, the mediation claim is not supported by the data as collected.","verdict_should_be":"UNCHANGED","load_bearing_attack":"The central claim is an empirical generalization about Nusliko Park visitors, but the evidence is 114 purposively sampled questionnaires. The abstract requires respondents to have visited at least twice and to be domiciled in North Maluku; the Methods section only requires that respondents 'had completed the tour and were willing to complete the questionnaire,' with no repeat-visit criterion. Because the park was closed for repairs during data collection, on-site sampling of current visitors is implausible, so the actual sampling frame is unknown. PLS-SEM estimates and p-values assume random sampling from the target population; without demonstrated representativeness, the reported paths (0.485, 0.797, 0.459 and indirect 0.366) cannot be extended from this convenience sample to Nusliko Park visitors. The sample is also small relative to the cited rule (27 indicators imply 135–270 responses at 5–10 per indicator, not 100–200), and the post hoc deletion of indicator X.11 is not accompanied by a sensitivity analysis. The internal arithmetic is coherent (0.797 × 0.459 = 0.366), so the problem is not computation but the inferential foundation of the mediation claim.","agreement_with_reader":"agree"},"referee_report":{"model":"deepseek-v4-flash","summary":"This paper reports a PLS-SEM study of 114 questionnaires from visitors to the Nusliko Park Ecotourism Area in North Maluku, Indonesia. The authors test four hypotheses: that tourist experience positively affects revisit decisions (H1), that tourist experience positively affects tourist satisfaction (H2), that tourist satisfaction positively affects revisit decisions (H3), and that tourist satisfaction mediates the experience-to-revisit relationship (H4). They report path coefficients of 0.485 (experience to revisit), 0.797 (experience to satisfaction), and 0.459 (satisfaction to revisit), with an indirect effect of 0.366, all significant at p < 0.05. The abstract and conclusion assert that tourist experience and satisfaction positively influence revisit decisions and that satisfaction mediates the relationship. The paper also provides measurement-model results, including outer loadings, reliability, and R-squared values.","tokens_in":9815,"tokens_out":4971,"duration_ms":54415,"significance":"If the empirical claims were credible, the paper would offer a modest replication of well-established relationships between tourist experience, satisfaction, and revisit intentions in a new ecotourism context, along with practical marketing recommendations. However, the scientific contribution is severely constrained by the study design: the data come from a non-probability purposive sample collected while the park was closed for repairs, the eligibility criteria differ between the abstract and the Methods section, and the sample size of 114 falls below the 5-per-indicator threshold the authors themselves invoke. The paper has some transparency strengths, such as reporting outer loadings and reliability in full tables, and the indirect effect is arithmetically consistent with the direct path coefficients (0.797 × 0.459 = 0.366). These strengths do not compensate for the lack of a defensible sampling frame and the post hoc deletion of an indicator without sensitivity analysis.","major_comments":[{"comment":"The sampling criteria are inconsistent: the abstract states that respondents must have visited Nusliko Park at least twice and be domiciled in North Maluku, while the Methods section only requires that respondents 'had completed the tour and were willing to complete the questionnaire.' Because data were collected while the park was closed for repairs, it is unclear how any on-site sampling took place and which criteria were actually applied. This inconsistency leaves the sampling frame undefined, so the reported path coefficients cannot be generalized from this convenience sample to Nusliko Park visitors as claimed.","section":"Abstract vs. Section III (Methods)"},{"comment":"The sample-size justification is arithmetically incorrect. The manuscript states that 27 indicators require 5–10 times as many responses, which it gives as 100–200 respondents, but 5×27 = 135 and 10×27 = 270. With n = 114, the sample is below the lower bound of the authors' own 5-per-indicator rule. This undermines the stability of the PLS-SEM estimates and the claimed conformance with Hair et al. (2010).","section":"Section III, sample size"},{"comment":"Indicator X.11 has an outer loading of -0.026 and is deleted post hoc after initial validity testing. The manuscript provides no sensitivity analysis showing whether the path coefficients, indirect effect, or substantive conclusions change if X.11 is retained or if the model is estimated with the original 27 indicators. Because the deletion is driven by the data, the measurement model loses its confirmatory status and the reported results may be overfitted.","section":"Table 1 and Section IV"},{"comment":"No bootstrap confidence intervals are reported for any path coefficient or for the indirect effect, even though bootstrapped confidence intervals are standard practice in PLS-SEM and are essential for assessing precision. Given the small non-probability sample and the post hoc model modification, point estimates with p-values alone are insufficient to support the mediation claim.","section":"Tables 4 and 5"}],"minor_comments":[{"comment":"There is an incomplete sentence: 'According to customer satisfaction theory, which states that positive experiences during a tourist .' This should be completed and the surrounding text smoothed.","section":"Section II.C"},{"comment":"Decimal commas are used in the reported reliability and AVE values (e.g., 0,965) while decimal points are used elsewhere; please standardize to decimal points throughout.","section":"Table 2"},{"comment":"The text states that the R-squared of 0.80 for the revisit decision is explained 'by the tourist experience variable,' but the structural model includes both tourist experience and tourist satisfaction as predictors; the attribution should be stated as the combined explanatory power of the model.","section":"Table 3 and Section IV"},{"comment":"The Methods section does not mention ethical approval, informed consent, or data-collection procedures (e.g., online or paper questionnaire, recruitment channel). Reporting these details would help readers assess the sampling process.","section":"Section III"},{"comment":"The manuscript reports p-values but no effect sizes beyond path coefficients; reporting confidence intervals and, where possible, standardized effect sizes would aid interpretation.","section":"Section IV"}],"recommendation":"reject","confidential_remarks":"The manuscript's central claim is an empirical generalization about Nusliko Park visitors, but the evidence base is a purposive sample of 114 respondents collected under unclear conditions while the park was closed, with inconsistent eligibility criteria between the abstract and the Methods. These are load-bearing inferential problems that cannot be remedied by reanalysis of the existing data; they would require new data collection or a fundamental reframing of the paper as a pilot study with no generalizability claims. I therefore recommend rejection, notwithstanding the internal coherence of the reported path arithmetic."},"author_rebuttal":null,"desk_editor":{"model":"deepseek-v4-flash","letter":"Read it so you don't have to. This is a textbook PLS-SEM study: 114 questionnaires from one ecotourism park, four hypotheses, all supported. The relationships tested—experience to satisfaction, satisfaction to revisit, experience to revisit, and satisfaction as mediator—are already well worn in the tourism literature (Kozak 2001, Campo et al. 2010, Dewi et al. 2023). The only new thing is the site, Nusliko Park. If you want a number for that specific park, this gives you one. If you want a scientific result, there isn't one.\n\nTo be fair, the paper does a competent job of assembling the prior literature and the measurement model is standard. The indirect effect arithmetic checks out (0.797 × 0.459 = 0.366), so this isn't a numbers game. The reliabilities and AVE look fine.\n\nBut the inferential foundation is weak. The abstract says respondents had to have visited at least twice and be domiciled in North Maluku; the Methods only require having completed the tour and willingness to respond. That's a real mismatch. The park was closed for repairs during data collection, so the actual sampling frame is unclear. The sample size is also problematic: with 27 indicators, their own 5-times rule gives 135 responses minimum, but they set a target of 114. So they're below their own bar. One indicator (X.11) was deleted after the fact because of a near-zero loading, with no sensitivity analysis. None of that is fatal to the general claim—we already know these relationships exist—but it does mean this paper cannot say anything reliable about Nusliko Park visitors specifically.\n\nThe discussion also goes off the rails in a couple of places. The R-squared for revisit decisions (0.80) is attributed to the tourist experience variable alone, but the model includes satisfaction as well. And the indirect effect of 0.366 is described as making the influence 'stronger' than the direct effect, which is backwards—the direct effect is 0.485. The correct reading is partial mediation, and the total effect is larger than the direct effect, but that's not what they say.\n\nWho is this for? Maybe local tourism managers in North Maluku who want a rough indication that satisfaction matters. That's about it. There's no theoretical advance, no new measure, no data to reanalyze. I would not cite it in my own work. The paper deserves a desk rejection, not a referee slot. If the authors want to improve it, they need to fix the sampling description, do a sensitivity analysis, and correct the interpretations—but even then the contribution is a case study at best.","headline":"Routine case study of well-established relationships; sampling and interpretation flaws keep it from supporting the site-specific claims.","tokens_in":10350,"tokens_out":4222,"would_cite":false,"duration_ms":40922,"reading_group":"no","serious_thinker":"yes","would_accept_peer_review":false},"rs_alignment":null,"lean_confirmation":null,"pith_extraction":{"msc":[],"pacs":[],"model":"deepseek-v4-flash","headline":"At Nusliko Park, the data show that tourist experience raises revisit intentions both directly and through tourist satisfaction, with satisfaction carrying a significant share of the effect.","keywords":["tourist experience","tourist satisfaction","revisit decision","ecotourism","Nusliko Park","partial least squares structural equation modeling","mediation analysis","North Maluku tourism"],"falsifier":"A representative random sample of Nusliko Park visitors collected after the park reopened, with first-time visitors included and the stated eligibility criteria enforced, would settle the claim: if the direct experience-to-revisit path and the satisfaction-mediated indirect path lose significance in that sample, the mediation story is an artifact of the original sampling.","tokens_in":9339,"feed_emoji":"🌿","tokens_out":6507,"duration_ms":60821,"temperature":0.7,"pith_summary":"The paper sets out to show why tourists decide to revisit the Nusliko Park ecotourism area in North Maluku. It argues that a tourist's experience—sense, feel, act, and think—directly raises the chance of a return visit, and that satisfaction carries part of that effect. Using survey data from 114 visitors and a partial-least-squares structural model, the authors report positive, statistically significant paths from experience to revisit decisions, experience to satisfaction, and satisfaction to revisit, with an indirect effect through satisfaction of 0.366. If right, the result gives park managers a concrete lever: improving the quality of the experience pays off twice, once directly and once by raising satisfaction.","feed_headline":"Repeat visits at Nusliko Park hinge on experience and satisfaction","feed_subtitle":"Survey of 114 visitors shows satisfaction carries a significant share of the experience-to-return effect.","key_machinery":"The machinery is a partial least squares structural equation model (PLS-SEM), a regression-style technique for testing relationships among survey constructs, run in SmartPLS 4.0. The core device is the four-dimension experience construct inherited from Pine and Gilmore—entertainment, education, escapism, and aesthetics, mapped here as sense, feel, act, and think—measured with indicators from Oh et al. (2007) and Ali et al. (2016) and feeding two outcomes: tourist satisfaction and revisit decision. The load-bearing calculation is the indirect effect: multiplying the experience-to-satisfaction path (0.797) by the satisfaction-to-revisit path (0.459) gives the mediation effect (0.366), whose statistical significance is then tested. Reliability and validity checks (outer loadings above 0.7 after deleting indicator X.11, average variance extracted above 0.5, composite reliability above 0.7) are used to argue that the constructs are clean enough for the paths to be interpretable.","core_discovery":"On the paper's own terms, the central discovery is that the link from tourist experience to the decision to revisit is partly direct and partly mediated by tourist satisfaction. In the sample of 114 Nusliko Park visitors, experience predicts satisfaction strongly (path coefficient 0.797), satisfaction predicts revisit decisions (0.459), and experience also has a direct path to revisit (0.485); the indirect path through satisfaction is 0.366, and all four hypothesized relationships are significant at $p<0.05$. The model explains 80 percent of the variance in revisit decisions. The authors read these results as confirming that satisfaction is a genuine mediator and that experience-based marketing—not just branding—should drive destination management.","pith_inferences":["Because the data are cross-sectional, the mediation claim is statistical, not causal; a visitor who already intends to return may report higher satisfaction, reversing the arrows. A longitudinal or experimental design would be needed to confirm the ordering.","The indirect effect (0.366) is smaller than the direct effect (0.485), so the paper actually supports partial, not full, mediation; a useful testable extension is whether other mediators, such as memory or place attachment, absorb more of the experience-to-revisit link.","The paper's stated respondent criteria differ between the abstract (at least two visits, North Maluku domicile) and the methods (completed tour, willing to respond); re-running the model with a clearly defined, representative post-reopening sample would show whether the mediation claim holds outside this convenience sample.","Sampling while the park was closed for repairs may select visitors with especially strong prior impressions; re-administering the questionnaire to first-time visitors after reopening would reveal how much of the reported path coefficients depends on that sampling window."],"forward_implications":["Park managers should invest in the experiential dimensions—access, comfort, activities, and perceived value—because the data show these directly raise revisit intention.","Satisfaction is not a side effect but a transmission channel: experience affects return visits partly through satisfaction, so monitoring satisfaction scores gives managers an early warning for loyalty.","Marketing strategy at Nusliko Park should emphasize repeat-visit quality over initial branding, since the paper finds revisit decisions track past experience more than attraction.","The model's 80 percent explained variance in revisit decisions implies that, within this sample, the included experience and satisfaction measures capture most of what drives returns.","The results support prioritizing infrastructure, safety, and staff friendliness as concrete levers in the destination's development plan."],"supporting_citations":[{"why":"Supplies expectation-confirmation theory: satisfaction forms when experience meets or exceeds expectations, the theoretical basis for the mediation hypothesis.","marker":"[21]"},{"why":"Supplies the experience-economy framework with its four dimensions, which grounds the tourist-experience construct.","marker":"[17]"},{"why":"Provides the experience-economy measurement scale whose indicators the questionnaire adapts.","marker":"[15]"},{"why":"Supplies additional experience indicators and prior evidence that experience affects satisfaction and behavioral intentions.","marker":"[1]"},{"why":"Provides the sample-size rule (5 to 10 times the number of indicators) used to set the 114-respondent target.","marker":"[6]"},{"why":"Prior finding that tourist experience influences revisit intention, serving as the baseline for the first hypothesis.","marker":"[5]"},{"why":"Prior finding that satisfaction mediates the experience-to-revisit relationship, serving as the baseline for the mediation hypothesis.","marker":"[8]"},{"why":"Cited in the discussion as evidence that past visit experience shapes repeat visits, reinforcing the direct path.","marker":"[23]"}],"fun_headline_variants":["Experience and satisfaction drive Nusliko Park revisit decisions","Satisfaction bridges experience to repeat visits at Nusliko Park","Nusliko Park: experience and satisfaction shape return visits","Repeat visits hinge on experience, satisfaction at Nusliko Park","Tourist satisfaction mediates experience's pull to revisit"],"cache_read_input_tokens":3200,"weakest_assumption_plain":"The load-bearing premise is that the 114 purposively sampled respondents—recruited while the park was closed for repairs—represent Nusliko Park visitors well enough that the estimated paths and mediation effect generalize.","fun_headline_variants_meta":{"raw":{"variants":["Experience and satisfaction drive Nusliko Park revisit decisions","Satisfaction bridges experience to repeat visits at Nusliko Park","Nusliko Park: experience and satisfaction shape return visits","Repeat visits hinge on experience, satisfaction at Nusliko Park","Tourist satisfaction mediates experience's pull to revisit"]},"model":"deepseek-v4-flash","effort":"low","cost_usd":0.000198,"raw_usage":{"total_tokens":1367,"prompt_tokens":945,"completion_tokens":422,"prompt_tokens_details":{"cached_tokens":384},"prompt_cache_hit_tokens":384,"prompt_cache_miss_tokens":561,"completion_tokens_details":{"reasoning_tokens":337}},"tokens_in":561,"tokens_out":422,"duration_ms":4235,"temperature":1.0,"reasoning_tokens":337,"cache_read_input_tokens":384,"cache_creation_input_tokens":0},"cache_creation_input_tokens":0},"created_at":"2026-08-07T05:53:51.573905+00:00","model_set":{"reader":"deepseek-v4-flash"},"falsifier":"A representative random sample of Nusliko Park visitors collected after the park reopened, with first-time visitors included and the stated eligibility criteria enforced, would settle the claim: if the direct experience-to-revisit path and the satisfaction-mediated indirect path lose significance in that sample, the mediation story is an artifact of the original sampling.","supporting_citations":[{"cited_title":null,"cited_arxiv_id":null,"evidence_quote":"Supplies expectation-confirmation theory: satisfaction forms when experience meets or exceeds expectations, the theoretical basis for the mediation hypothesis."},{"cited_title":"J., & Gilmore, J","cited_arxiv_id":null,"evidence_quote":"Supplies the experience-economy framework with its four dimensions, which grounds the tourist-experience construct."},{"cited_title":"M., & Jeoung, M","cited_arxiv_id":null,"evidence_quote":"Provides the experience-economy measurement scale whose indicators the questionnaire adapts."},{"cited_title":null,"cited_arxiv_id":null,"evidence_quote":"Supplies additional experience indicators and prior evidence that experience affects satisfaction and behavioral intentions."},{"cited_title":"F., Black, W","cited_arxiv_id":null,"evidence_quote":"Provides the sample-size rule (5 to 10 times the number of indicators) used to set the 114-respondent target."},{"cited_title":null,"cited_arxiv_id":null,"evidence_quote":"Prior finding that tourist experience influences revisit intention, serving as the baseline for the first hypothesis."},{"cited_title":"A., & Andriani, N","cited_arxiv_id":null,"evidence_quote":"Prior finding that satisfaction mediates the experience-to-revisit relationship, serving as the baseline for the mediation hypothesis."},{"cited_title":null,"cited_arxiv_id":null,"evidence_quote":"Cited in the discussion as evidence that past visit experience shapes repeat visits, reinforcing the direct path."}],"review_version":1}