{"id":"W115476725","doi":"10.1016/b978-1-4224-6329-1.50015-4","title":"Prediction of Criminal Behavior and Classification of Offenders","year":2010,"lang":"en","type":"book-chapter","venue":"","topic":"Crime Patterns and Interventions","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Prison; Criminal justice; Psychology; Imprisonment; Criminology; Psychological intervention; Risk assessment; Computer security; Computer science; Psychiatry","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":[0.000841387,0.0005626281,0.0003295621,0.00133837,0.000391017,0.001309507,0.0005464457,0.0004111794,0.00690665],"category_scores_gemma":[0.002459958,0.0001654876,0.0002375918,0.0007330459,0.0003715085,0.001132263,0.0004168961,0.0006313493,0.002417088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006696814,"about_ca_system_score_gemma":0.0007640699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00504489,"about_ca_topic_score_gemma":0.007040513,"domain_scores_codex":[0.9997041,0.00007462002,0.00001493183,0.00004970272,0.0001384688,0.00001817879],"domain_scores_gemma":[0.9994198,0.0003553258,0.00004278268,0.00002410771,0.0001274613,0.00003057771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004025355,0.0001437419,0.03572429,0.0001555404,0.00001635213,0.0001101869,0.0008480541,0.006091772,0.0004229777,0.05111869,0.0599138,0.8454145],"study_design_scores_gemma":[0.00001837171,0.0003170319,0.1296981,0.002685365,0.0000539744,0.001329048,0.00290318,0.07513295,0.002301443,0.2394677,0.5459481,0.0001446738],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1272967,0.03333387,0.1607477,0.01790385,0.001995489,0.0009171127,0.006078272,0.001755011,0.649972],"genre_scores_gemma":[0.4296494,0.05741314,0.1842193,0.001190946,0.0009043717,0.0005375925,0.01047522,0.0003443352,0.3152657],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00690665,"threshold_uncertainty_score":0.02310508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1936825446259369,"score_gpt":0.3612796542893984,"score_spread":0.1675971096634615,"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."}}