{"id":"W2086189634","doi":"10.1177/0093854812460489","title":"Classifying Serial Sexual Murder/Murderers","year":2012,"lang":"en","type":"article","venue":"Criminal Justice and Behavior","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Anger; Psychology; Power (physics); Aggression; Assertiveness; Social psychology; Homicide; Poison control; Criminology; Human factors and ergonomics; Medical emergency; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000335959,0.0003617286,0.0003187935,0.0001647939,0.0003186345,0.0000772804,0.0002304686,0.0002643836,0.0009128886],"category_scores_gemma":[0.00004169255,0.0003530391,0.00006993942,0.0001722323,0.0002282957,0.0003421545,0.0000915194,0.0004225303,0.0005277257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005496293,"about_ca_system_score_gemma":0.00003175678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001483424,"about_ca_topic_score_gemma":0.00002356642,"domain_scores_codex":[0.9976935,0.0001147433,0.0003978706,0.0005151998,0.0002778486,0.001000809],"domain_scores_gemma":[0.9987737,0.0001171673,0.0001557406,0.0004415322,0.00005073507,0.0004611445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001722394,0.00536662,0.1089417,0.002215121,0.0002911521,0.0004686396,0.09918743,0.000001913565,0.0397042,0.01885068,0.3702193,0.3530309],"study_design_scores_gemma":[0.004769324,0.001510683,0.5813754,0.0001120948,0.02814904,0.002020674,0.352433,0.0000167349,0.0004316548,0.00005131404,0.02718943,0.00194069],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8830194,0.001065801,0.000173834,0.0001029274,0.1068668,0.0002585388,0.00002502449,0.0001381881,0.008349461],"genre_scores_gemma":[0.9887176,0.00001284832,0.001065583,0.0006811782,0.008000024,0.00009364803,0.00002898539,0.00007045391,0.001329657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4724337,"threshold_uncertainty_score":0.9998922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09069463184686383,"score_gpt":0.3698374401174701,"score_spread":0.2791428082706062,"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."}}