{"id":"W7113152058","doi":"","title":"Patterns of Misogynistic Violence in Canada: A Latent Class Analysis of Perpetrator Ideology, Power, and Legal Response","year":2025,"lang":"","type":"preprint","venue":"PsyArXiv (OSF Preprints)","topic":"Sexual Assault and Victimization Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Harassment; Latent class model; Context (archaeology); Ideology; Verbal abuse; Sexual assault; Poison control; Domestic violence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00452162,0.0005408389,0.002046581,0.0009864763,0.0002527327,0.00004858854,0.001067547,0.0004759802,0.005807932],"category_scores_gemma":[0.002985103,0.0005958487,0.0003551564,0.002170953,0.000673227,0.000117145,0.00153896,0.0007502227,0.00004596345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009213139,"about_ca_system_score_gemma":0.005028871,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9377865,"about_ca_topic_score_gemma":0.9600608,"domain_scores_codex":[0.9923418,0.00233594,0.001996392,0.001863776,0.0008268844,0.0006351913],"domain_scores_gemma":[0.9937698,0.002694204,0.001262049,0.001276073,0.0007669976,0.0002309308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001015812,0.0002765824,0.9714544,0.0003377684,0.002443026,0.00002414918,0.0095995,0.01209113,0.0001260468,0.00176985,0.00006655047,0.0007951123],"study_design_scores_gemma":[0.0006129624,0.00001960436,0.9675516,0.000555292,0.001396962,7.946222e-7,0.01877642,0.009170451,0.0001650734,0.0001531057,0.001099451,0.000498321],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929891,0.0001814862,0.0006518618,0.001087455,0.000778583,0.0007445721,0.0005864822,0.00002298358,0.002957492],"genre_scores_gemma":[0.9934522,0.002539438,0.00009368892,0.0001574233,0.00002046389,0.00009380463,0.00001201508,0.00001684884,0.003614139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02227424,"threshold_uncertainty_score":0.9996493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02059890055337462,"score_gpt":0.2993156147370453,"score_spread":0.2787167141836707,"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."}}