{"id":"W4214690434","doi":"10.5539/res.v14n1p54","title":"Study 1: 630 Domestic-Terrorist, Mass-Murdering, Spree-Shooters Differ from 623 Controls and Study 2: 15 Domestic-Terrorist, Mass-Murdering, Spree-Shooters Differ From 23 Homicidal and 36 Controls on the Standard Predictor of Violence Potential and the MMPI-2/A: Implications Are to Use Computer Tests and Machine Learning Equations","year":2022,"lang":"en","type":"article","venue":"Review of European Studies","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Air Force; Northwestern University","keywords":"Paliperidone; Demography; Medicine; Psychology; Psychiatry; Internal medicine; Schizophrenia (object-oriented programming); Sociology","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":[0.0006386513,0.000751161,0.0004294972,0.0006974589,0.0008134216,0.0004322333,0.0004064376,0.0009204381,0.005349625],"category_scores_gemma":[0.001583158,0.0004473559,0.0005183917,0.0003431014,0.0006633875,0.000643693,0.0007108285,0.0008152673,0.001094369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003172353,"about_ca_system_score_gemma":0.0003484137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005360603,"about_ca_topic_score_gemma":0.00637825,"domain_scores_codex":[0.9996074,0.00008854931,0.00005909331,0.0001166657,0.00006494043,0.00006340627],"domain_scores_gemma":[0.9992862,0.0001226304,0.0001794166,0.00008962797,0.00008392136,0.0002382865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006932749,0.005468957,0.9715062,0.00008358365,0.0003683047,0.000658943,0.003400258,0.00008204277,0.003986665,0.0001916801,0.001547387,0.005773331],"study_design_scores_gemma":[0.0004470118,0.003440844,0.992403,0.000009730043,0.00007678815,0.0006023408,0.001673758,0.0001085027,0.0004798798,0.00007995684,0.0006665877,0.0000115225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993555,0.0000383847,0.00003510754,0.00001488729,0.000008442065,0.00005979112,0.0002706997,0.00000246658,0.0002147075],"genre_scores_gemma":[0.9956651,0.00007548615,0.0001560133,0.00009975772,0.00001854892,0.0002222762,0.002109444,0.000004116366,0.001649213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005360603,"threshold_uncertainty_score":0.01789629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04892419659231988,"score_gpt":0.3197531116081837,"score_spread":0.2708289150158638,"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."}}