{"id":"W2120620145","doi":"10.1177/1079063215569544","title":"Less Is More","year":2015,"lang":"en","type":"article","venue":"Sexual Abuse","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Royal Ottawa Mental Health Centre; Ottawa Hospital; Public Safety Canada","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003750116,0.0003425879,0.0003441002,0.0001875662,0.00008907828,0.00005453264,0.0005413725,0.0002282184,0.0006268168],"category_scores_gemma":[0.00003578055,0.0003255625,0.00006780992,0.0004286671,0.00018848,0.0001812206,0.00006321282,0.0003602111,0.003961704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009503208,"about_ca_system_score_gemma":0.00006509349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002780288,"about_ca_topic_score_gemma":0.00007226482,"domain_scores_codex":[0.9975839,0.000112918,0.0004046547,0.0007122864,0.0004634743,0.0007227965],"domain_scores_gemma":[0.9981014,0.00006418131,0.0001569241,0.001074912,0.0001105117,0.0004921035],"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":[0.0001957398,0.0003007116,0.01063913,0.00001126048,0.0001124689,0.00009082098,0.05317556,0.00000380599,0.0001624976,0.002420475,0.9174365,0.01545106],"study_design_scores_gemma":[0.006170552,0.001237171,0.01577876,0.00005669517,0.0001107474,0.0003798205,0.1880039,0.00009665819,0.00022275,0.002424922,0.7840525,0.001465519],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8243501,0.0007381068,0.0002038733,0.0009099554,0.1068984,0.0002482283,0.00004733861,0.0003206395,0.06628342],"genre_scores_gemma":[0.9537718,0.000005900296,0.001039609,0.006684373,0.005526128,0.00006672342,0.00005347873,0.0001545449,0.03269747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1348284,"threshold_uncertainty_score":0.9999197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1011361296540849,"score_gpt":0.3591008274716442,"score_spread":0.2579646978175593,"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."}}