{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002551617,0.0003210421,0.001798148,0.00005398974,0.0005778414,0.00001136094,0.0002975533,0.00004299228,0.000008214703],"category_scores_gemma":[0.001209432,0.0001466183,0.0002705223,0.0003777609,0.0006567831,0.0000357211,0.0003524891,0.0004173035,2.298455e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002302805,"about_ca_system_score_gemma":0.00006304508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001967107,"about_ca_topic_score_gemma":0.000009739286,"domain_scores_codex":[0.9970521,0.001300399,0.0009845905,0.000349054,0.0001533096,0.000160601],"domain_scores_gemma":[0.9923708,0.005267647,0.001494313,0.0004803862,0.0003651503,0.00002169171],"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":[0.00004513865,0.0001072994,0.001887665,0.4589585,0.004084662,9.878875e-7,0.002930061,0.000005780975,0.000001437353,0.008845464,0.00321108,0.519922],"study_design_scores_gemma":[0.001098561,0.0001924966,0.007518544,0.1204314,0.006379682,0.000104921,0.0004076085,0.00001875155,7.670597e-8,0.00004823977,0.863491,0.0003086447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009197737,0.99286,0.0001633805,0.001279988,0.00006190725,0.004941393,0.0003478155,0.000007517933,0.0002460142],"genre_scores_gemma":[0.0002552689,0.9976802,0.0003796746,0.0006226281,0.00007533836,0.0008351537,0.00002981462,0.00004337325,0.00007858634],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8602799,"threshold_uncertainty_score":0.5978921,"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."}}