{"id":"W4212962328","doi":"10.5539/res.v14n1p38","title":"A Review of the Costs of Assault, Homicide, Mass Murder and Pedophilia with Implications for the Insurance Industry and the U.S. Roman Catholic Church: A Rationale for Using Computer Tests and Machine Learning Equations","year":2022,"lang":"en","type":"review","venue":"Review of European Studies","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Air Force; Northwestern University","keywords":"Homicide; Pedophilia; Liberian dollar; Demography; Criminology; Poison control; Actuarial science; Psychology; Suicide prevention; Business; Sociology; Medicine; Finance; Medical emergency","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001929749,0.001000776,0.001273016,0.00737742,0.0003235164,0.001578193,0.001431587,0.00108082,0.007332691],"category_scores_gemma":[0.01151056,0.0006588582,0.002108376,0.009496153,0.0006246727,0.002224667,0.0004117015,0.001455238,0.001316575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004469418,"about_ca_system_score_gemma":0.005245316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03277189,"about_ca_topic_score_gemma":0.03649599,"domain_scores_codex":[0.9985653,0.0003597034,0.0002744019,0.0001296523,0.0006021141,0.00006894499],"domain_scores_gemma":[0.9934704,0.004080895,0.0006760572,0.00008501865,0.001573403,0.0001143376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002078393,0.0001224165,0.005431139,0.02851048,0.0005356317,0.000282477,0.00006730483,0.006034357,0.0001167867,0.0160605,0.1789993,0.7636318],"study_design_scores_gemma":[0.00006325809,0.0004527314,0.04550407,0.055339,0.001034181,0.001709805,0.0003355648,0.003635498,0.000419016,0.008472857,0.8829388,0.00009522801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001278345,0.9870345,0.0007082783,0.003258863,0.001052884,0.00003389696,0.0009760794,0.00002281014,0.005634348],"genre_scores_gemma":[0.007141122,0.9884701,0.0007244187,0.000715349,0.0008355863,0.00004353984,0.0005883969,0.00001332663,0.001468254],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03277189,"threshold_uncertainty_score":0.06516224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.207531536535883,"score_gpt":0.4084588502741534,"score_spread":0.2009273137382704,"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."}}