{"id":"348519f9-0025-4faf-9ef5-384dfbf83020","arxiv_id":"1907.10192","paper_version":1,"verdict":"UNVERDICTED","confidence":"LOW","novelty_score":2.0,"correctness_risk":"unknown","formal_verification":"none","parameter_count":0,"one_line_summary":"The paper outlines a research roadmap to address gaps in techniques for prioritizing large volumes of crowdsourced stakeholder requirements in software engineering.","lead":"This paper presents a PhD research agenda and early analysis for a new approach to prioritize large numbers of stakeholder requirements from software product feedback. A smart generalist might read it to understand challenges in scaling requirements engineering when user input arrives in high volume.","discovery_kind":"review","skeptic_critique":{"model":"grok-4.3","headline":"No significant objection identified","rationale":"Reader correctly flags that only an abstract was initially visible and that the work contains no completed results. Because the central statements are agenda-setting rather than conclusive, they carry no load-bearing empirical or formal claim that can be attacked on correctness grounds. The cross-domain utility statement is a hypothesis to be investigated, not an assumption the current text relies upon.","tokens_in":1590,"tokens_out":236,"duration_ms":9600,"concrete_test":"Locate the literature-review section, extract the list of surveyed prioritization techniques and the explicit criteria used to declare gaps for crowdsourced scale; confirm whether any technique was ruled out solely on the basis of not having been tested at N>1000.","verdict_should_be":"UNCHANGED","load_bearing_attack":"The paper is explicitly a PhD research agenda presenting planned methodology and early-stage literature observations rather than completed empirical results, data, or derivations. The strongest claim (gaps remain for large-scale crowdsourced requirements and cross-domain knowledge may inform SE practice) functions as motivation for future work, not a testable assertion requiring validation at this stage.","agreement_with_reader":"agree"},"referee_report":{"model":"grok-4.3","summary":"This manuscript presents a PhD research agenda for designing a new requirements prioritization approach to handle large volumes of crowdsourced stakeholder requirements extracted from software product feedback. It reports preliminary outcomes from early-stage literature analysis, states that requirements prioritization has been extensively studied yet gaps persist for large-scale crowdsourced cases, notes the problem's relevance beyond software engineering, and outlines a methodology roadmap.","tokens_in":1623,"tokens_out":329,"duration_ms":19381,"significance":"If executed, the agenda could address a practical gap in requirements engineering for user-feedback-driven software development by potentially incorporating cross-domain techniques. The interdisciplinary motivation is a positive aspect, as is the explicit roadmap for future work. The contribution is primarily agenda-setting rather than empirical.","major_comments":[{"comment":"Abstract: the central motivation that 'gaps still remain when considering techniques that handle a large number of crowdsourced requirements' is stated without any cited references, search protocol, or concrete examples of the reviewed literature; this claim is load-bearing for justifying the proposed agenda yet cannot be assessed from the provided description.","section":"Abstract"}],"minor_comments":[{"comment":"Title: missing possessive apostrophe and colon (suggested: 'Handling Numerous Stakeholders' Requirements: A Research Agenda and Preliminary Outcomes').","section":"Title"}],"recommendation":"major_revision","confidential_remarks":"This is framed as an early PhD agenda with only high-level preliminary observations; it may align better with a workshop or doctoral symposium than a full journal article in a venue expecting completed studies."},"author_rebuttal":{"model":"grok-4.3","summary":"We thank the referee for their constructive review of our research agenda manuscript. We address the single major comment below.","responses":[{"response":"We agree that the abstract presents the motivation in summary form without supporting details. Because the manuscript reports only preliminary outcomes from an early-stage literature analysis (as stated in the abstract and introduction), the full search protocol and exhaustive examples were not included. In a revised version we will expand the abstract with 1-2 concrete examples of existing prioritization techniques and their documented limitations with large crowdsourced sets, plus a one-sentence description of the preliminary search approach. This will make the claim assessable while preserving the paper's character as an agenda rather than a completed review.","revision_made":"yes","referee_comment":"[Abstract] Abstract: the central motivation that 'gaps still remain when considering techniques that handle a large number of crowdsourced requirements' is stated without any cited references, search protocol, or concrete examples of the reviewed literature; this claim is load-bearing for justifying the proposed agenda yet cannot be assessed from the provided description."}],"tokens_in":1124,"tokens_out":243,"duration_ms":12040,"standing_objections":[]},"desk_editor":{"model":"grok-4.3","letter":"This paper sets out a plan for PhD work on prioritizing large volumes of crowdsourced stakeholder requirements for software products. Early literature review leads the authors to conclude that the topic is heavily studied yet still short on techniques that scale to many inputs, and that ideas from other domains could help. They sketch a high-level roadmap for the rest of the project.","headline":"This is a PhD research agenda paper that flags gaps in large-scale crowdsourced requirements prioritization but presents no new method, data, or completed analysis.","tokens_in":2079,"tokens_out":146,"would_cite":false,"duration_ms":12894,"reading_group":"no","serious_thinker":"yes","would_accept_peer_review":false},"rs_alignment":{"model":"grok-4.3","evidence":[{"relation":"unclear","rs_module":"IndisputableMonolith/Foundation/AbsoluteFloorClosure.lean","rs_theorem":"reality_from_one_distinction","paper_passage":"Outcomes to date show that the requirements prioritization problem has been researched extensively, however, gaps still remain when considering techniques that handle a large number of crowdsourced requirements."}],"headline":"SE requirements-prioritization agenda lies outside RS forcing chain","alignment":"orthogonal","rationale":"Paper presents PhD roadmap + mapping study on crowdsourced requirements triage (mobile-app reviews, next-release problem). Central machinery is literature classification and technique evaluation; no J-cost, phi-ladder, 8-tick periodicity, or distinction-forcing appears. RS modules (AbsoluteFloorClosure, Cost/FunctionalEquation, DimensionForcing) have no theorems about software-engineering prioritization.","tokens_in":43678,"confidence":"high","tokens_out":205,"duration_ms":4073,"cache_read_input_tokens":38528,"cache_creation_input_tokens":0},"lean_confirmation":null,"pith_extraction":{"msc":[],"pacs":[],"model":"grok-4.3","headline":"Gaps remain in techniques for prioritizing large numbers of crowdsourced stakeholder requirements.","keywords":["requirements prioritization","crowdsourced requirements","stakeholder feedback","software engineering","research agenda"],"falsifier":"A review that identifies no meaningful gaps in existing techniques for large-scale crowdsourced requirements or finds no transferable knowledge from other domains would undermine the case for the proposed new approach.","tokens_in":2502,"feed_emoji":"","tokens_out":529,"duration_ms":14424,"temperature":0.7,"pith_summary":"The paper presents a PhD research agenda aimed at designing a new approach to analyze and prioritize requirements mentioned in feedback for software products. Early analysis finds that requirements prioritization has been studied widely, yet few methods address the scale of input from many crowdsourced stakeholders. The problem extends to domains outside software engineering, which suggests that practices from those areas may transfer to improve software engineering methods. A roadmap for the proposed research is outlined to develop the targeted outcomes.","feed_headline":"Gaps remain in scaling requirements prioritization to crowdsourced feedback","feed_subtitle":"Existing work covers small sets but leaves open how to manage input from many stakeholders across fields.","key_machinery":"The PhD research agenda and roadmap for developing a new requirements prioritization approach that analyzes and prioritizes large volumes of stakeholder feedback.","core_discovery":"The requirements prioritization problem has been researched extensively, however, gaps still remain when considering techniques that handle a large number of crowdsourced requirements. Furthermore, requirements prioritization as a problem affects many domains beyond software engineering. Hence, knowledge from other fields could be useful for informing requirements prioritization practice in the software engineering space.","pith_inferences":["Methods from data analytics or decision science fields could be adapted to automate parts of the prioritization process.","Validation on real software product feedback datasets would clarify whether the new approach outperforms current methods.","The agenda implies potential benefits for companies managing user reviews on platforms where volume is high."],"forward_implications":["New prioritization techniques can be developed to scale to large sets of crowdsourced requirements.","Cross-domain insights can be integrated into software engineering practices for handling stakeholder input.","The research will produce a methodology that addresses prioritization needs across multiple application domains.","Preliminary findings establish the basis for further empirical work on crowdsourced feedback analysis."],"fun_headline_variants":["Gaps remain in handling large crowdsourced requirements","Research shows gaps in numerous stakeholder requirements prioritization","Cross-domain knowledge may inform requirements prioritization","Agenda outlines approach for prioritizing feedback from many stakeholders"],"cache_read_input_tokens":2112,"weakest_assumption_plain":"Knowledge from other fields can be transferred to improve requirements prioritization practice in software engineering.","fun_headline_variants_meta":{"raw":{"variants":["Gaps remain in handling large crowdsourced requirements","Research shows gaps in numerous stakeholder requirements prioritization","Cross-domain knowledge may inform requirements prioritization","Agenda outlines approach for prioritizing feedback from many stakeholders"]},"model":"grok-4.3","cost_usd":0.004237,"raw_usage":{"total_tokens":2069,"prompt_tokens":533,"num_sources_used":0,"completion_tokens":54,"cost_in_usd_ticks":42374500,"prompt_tokens_details":{"text_tokens":533,"audio_tokens":0,"image_tokens":0,"cached_tokens":256},"completion_tokens_details":{"audio_tokens":0,"reasoning_tokens":1482,"accepted_prediction_tokens":0,"rejected_prediction_tokens":0}},"tokens_in":533,"tokens_out":54,"duration_ms":9128,"temperature":1.0,"reasoning_tokens":1482,"cache_read_input_tokens":256,"cache_creation_input_tokens":0},"cache_creation_input_tokens":0},"created_at":"2026-05-24T17:12:14.952672+00:00","model_set":{"reader":"grok-4.3"},"falsifier":"A review that identifies no meaningful gaps in existing techniques for large-scale crowdsourced requirements or finds no transferable knowledge from other domains would undermine the case for the proposed new approach.","supporting_citations":[],"review_version":1}