{"id":"W4413595543","doi":"10.21468/scipost.report.11525","title":"Report on scipost_202504_00021v2","year":2025,"lang":"en","type":"peer-review","venue":"","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Agencia Nacional de Investigación y Desarrollo; Fonds De La Recherche Scientifique - FNRS","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001690926,0.0007214638,0.0008724988,0.002599726,0.002314175,0.008159192,0.001688602,0.002741771,0.9437611],"category_scores_gemma":[0.009406145,0.0004100704,0.0006846149,0.003437411,0.0008046335,0.002814961,0.004328959,0.002444304,0.9112426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001580224,"about_ca_system_score_gemma":0.00340978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0027678,"about_ca_topic_score_gemma":0.005490508,"domain_scores_codex":[0.9985535,0.0001587359,0.00006496235,0.0002162343,0.0007804628,0.0002261149],"domain_scores_gemma":[0.9929543,0.0006227561,0.000231486,0.001437692,0.002271374,0.002482378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000295396,0.00003463563,0.0001069407,0.0000619627,0.000003792256,0.00003746726,0.00001450957,0.00004536428,0.0001379966,0.001941275,0.9611996,0.03638697],"study_design_scores_gemma":[0.00001047521,0.0000127228,0.0002936221,0.0000413513,0.000001594839,0.00001484147,0.00002498379,0.00007607975,0.0001583989,0.0007021711,0.9986591,0.000004645274],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005330826,0.0003014522,0.00106459,0.009947049,0.005651987,0.0002541682,0.03435702,0.004445328,0.9434453],"genre_scores_gemma":[0.001409651,0.0001862399,0.0003305027,0.0007435512,0.0006051211,0.00008733046,0.007774476,0.0008182438,0.9880449],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05623895,"threshold_uncertainty_score":0.08021802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1459794527636342,"score_gpt":0.4484043981455351,"score_spread":0.3024249453819008,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}