{"id":"W4413595906","doi":"10.21468/scipost.report.11395","title":"Report on scipost_202504_00021v1","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":[],"category_scores_codex":[0.001876512,0.0007119702,0.0008972671,0.002592128,0.002389191,0.008320726,0.001760419,0.002786155,0.9322916],"category_scores_gemma":[0.01033853,0.0003788529,0.000687136,0.003503688,0.0008022567,0.002890219,0.004382801,0.002481057,0.8914101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001659465,"about_ca_system_score_gemma":0.003891773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002838193,"about_ca_topic_score_gemma":0.005774678,"domain_scores_codex":[0.9983957,0.000174844,0.00006868563,0.0002257101,0.0008754128,0.0002596162],"domain_scores_gemma":[0.9921898,0.0006686332,0.0002609782,0.001499127,0.002615751,0.00276572],"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":[0.00002869056,0.00003210299,0.0001030792,0.00006156586,0.000003602399,0.00003574148,0.00001392403,0.00004354633,0.0001325729,0.001993936,0.9650663,0.03248493],"study_design_scores_gemma":[0.00001041481,0.00001384911,0.0003223523,0.00004377759,0.000001697694,0.00001521209,0.00002665485,0.00008001402,0.0001662094,0.0007881342,0.9985267,0.000004971248],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006182878,0.0003736495,0.001181041,0.01270773,0.007229289,0.0003012863,0.04256146,0.004533164,0.9304941],"genre_scores_gemma":[0.001715959,0.0002467147,0.0003859803,0.00090136,0.0007848403,0.0001071386,0.01041598,0.000863905,0.9845781],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9322916,"threshold_uncertainty_score":0.0965777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1486592927815135,"score_gpt":0.4497509980343886,"score_spread":0.3010917052528751,"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."}}