{"id":"W6930354175","doi":"10.5281/zenodo.15299477","title":"Sinamahani/rfcan: zenodoV0.1","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Identification (biology); Process (computing); Context (archaeology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001287276,0.001378944,0.001406361,0.002047134,0.001584859,0.005417991,0.002060557,0.002009622,0.789076],"category_scores_gemma":[0.002449706,0.0004292901,0.0006372241,0.001722712,0.000869367,0.002965072,0.003674074,0.002081637,0.7387562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001442555,"about_ca_system_score_gemma":0.002243418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002645423,"about_ca_topic_score_gemma":0.002888811,"domain_scores_codex":[0.9992445,0.0001052696,0.00004104341,0.0001777812,0.0002845798,0.0001468383],"domain_scores_gemma":[0.9987442,0.0001341978,0.00008165235,0.0002289119,0.0002875416,0.0005234352],"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":[0.0001855874,0.00004991759,0.000264783,0.0002967013,0.00001182713,0.000128525,0.00005351129,0.0001278655,0.000549546,0.01638285,0.8418621,0.1400868],"study_design_scores_gemma":[0.0000166318,0.00001483693,0.0001518509,0.00005866711,0.000002835202,0.00006765853,0.00002018837,0.0000929545,0.0003476087,0.002952149,0.9962677,0.000006824972],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.0007593143,0.002914773,0.003308163,0.003415128,0.003786354,0.0001281132,0.01572324,0.005821327,0.9641438],"genre_scores_gemma":[0.007681109,0.002011605,0.002695277,0.001160941,0.0008614621,0.0001537983,0.01586662,0.006670311,0.9628989],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.210924,"threshold_uncertainty_score":0.3008575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03513616353996208,"score_gpt":0.2937902764442971,"score_spread":0.258654112904335,"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."}}