{"id":"W4311680991","doi":"10.22215/etd/2021-15337","title":"An Examination of How Various Statistical Weighting Methods Impact Predictive Validity of the Service Planning Instrument for Women (SPIn-W)","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Weighting; Recidivism; Predictive validity; Psychology; Economic Justice; Statistics; Service (business); Clinical psychology; Medicine; Mathematics; Law; Business; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1404205,0.0008039128,0.0005931677,0.001927883,0.001246711,0.001630043,0.0008974407,0.0005476683,0.001878171],"category_scores_gemma":[0.2841237,0.0004651971,0.002163629,0.002462631,0.001548702,0.002050129,0.001545873,0.001568583,0.0003472925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001245385,"about_ca_system_score_gemma":0.002177169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007336854,"about_ca_topic_score_gemma":0.01588281,"domain_scores_codex":[0.926502,0.06116533,0.003292699,0.002264788,0.006067358,0.000707809],"domain_scores_gemma":[0.7297634,0.2344984,0.01169878,0.01269971,0.01074691,0.0005928683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004384991,0.0001833842,0.7716389,0.0001645626,0.001205372,0.0000533731,0.002652816,0.002930824,0.001027422,0.004548364,0.002446585,0.2127099],"study_design_scores_gemma":[0.0001434042,0.003264996,0.8935891,0.001229171,0.001340755,0.0003888005,0.005958473,0.05969499,0.007257335,0.01428208,0.0125894,0.0002615384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.83569,0.002041196,0.148318,0.002424671,0.0004076151,0.002059846,0.0007326035,0.0001983143,0.008127815],"genre_scores_gemma":[0.9109581,0.0006794556,0.08545598,0.0002955453,0.00006606654,0.0009361771,0.0004987386,0.00009673763,0.001013259],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1404205,"threshold_uncertainty_score":0.7426236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05684134405615397,"score_gpt":0.4297745802334064,"score_spread":0.3729332361772524,"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."}}