{"id":"W4413451307","doi":"10.21468/scipost.report.11382","title":"Report on scipost_202505_00020v1","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":"Birla Institute of Technology and Science, Pilani; New York University Abu Dhabi; Department of Science and Technology, Ministry of Science and Technology, India; York University; Arthritis National Research Foundation","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":[],"category_scores_codex":[0.001746809,0.000642737,0.0007963451,0.002285224,0.002317026,0.007696674,0.001540224,0.002237423,0.9243868],"category_scores_gemma":[0.0109379,0.0003110844,0.000562452,0.00357094,0.0007148832,0.002876174,0.003872735,0.002137709,0.8770072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001658219,"about_ca_system_score_gemma":0.003411415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002906295,"about_ca_topic_score_gemma":0.006090766,"domain_scores_codex":[0.9984801,0.0001627106,0.00005605143,0.0002090611,0.0008508717,0.0002412657],"domain_scores_gemma":[0.9934707,0.0005575927,0.00021561,0.001171594,0.002379373,0.00220514],"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":[0.00003288993,0.00003101644,0.0001256843,0.0000648469,0.0000036269,0.00004060675,0.00001598558,0.00006161136,0.0001329784,0.002366863,0.9640817,0.03304207],"study_design_scores_gemma":[0.000007567985,0.00001220665,0.0002957373,0.00003450991,0.000001301033,0.00001181017,0.00002687988,0.0000852762,0.0001415578,0.0006036303,0.9987757,0.000003856611],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0007919151,0.0003513328,0.001279118,0.01012684,0.008819359,0.0002689542,0.02999518,0.003879892,0.9444875],"genre_scores_gemma":[0.002122988,0.0002237899,0.0003958863,0.0006599325,0.0007187056,0.00008703685,0.008330988,0.0008952475,0.9865655],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9243868,"threshold_uncertainty_score":0.1078531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1492116238398074,"score_gpt":0.4494110540260419,"score_spread":0.3001994301862345,"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."}}