{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002563282,0.0006252454,0.0008043185,0.001581762,0.003055397,0.008081344,0.00155148,0.0037531,0.4016498],"category_scores_gemma":[0.01255127,0.0002627784,0.0006291991,0.00159045,0.002990855,0.007395106,0.005356938,0.003055909,0.1427845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002032436,"about_ca_system_score_gemma":0.002815226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00532483,"about_ca_topic_score_gemma":0.007021184,"domain_scores_codex":[0.9954841,0.001354554,0.0002099211,0.0008958604,0.001533238,0.0005223223],"domain_scores_gemma":[0.9932306,0.0009112226,0.0005036835,0.001222624,0.001942907,0.002189022],"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":[0.0001000192,0.0001349411,0.003999776,0.0004897217,0.00004096723,0.0002893256,0.002637034,0.00007377837,0.0004146693,0.04740396,0.6425437,0.3018722],"study_design_scores_gemma":[0.000006031042,0.00002363371,0.001083933,0.0001759502,0.000006537557,0.00026261,0.001269534,0.00001783022,0.00004619107,0.003720853,0.993379,0.000007850928],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.00714284,0.009409335,0.002191593,0.09829643,0.01014412,0.0001053228,0.001335814,0.0005098245,0.8708648],"genre_scores_gemma":[0.07049765,0.009084539,0.002014272,0.07822949,0.004402479,0.0001290805,0.001820036,0.0004636098,0.8333589],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4016498,"threshold_uncertainty_score":0.8534739,"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."}}