{"id":"W2942608154","doi":"10.14288/1.0372878","title":"Evaluation of a competency-based education framework for police recruit training in British Columbia","year":2018,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Training (meteorology); Medical education; Political science; Medicine; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.001900724,0.00002574588,0.0001959998,0.00005085306,0.0006039817,0.0001998636,0.00026338,0.0001606868,0.0006415518],"category_scores_gemma":[0.0004798161,0.0001269718,0.00009116432,0.0005204487,0.0005377564,0.0003836802,0.00002299231,0.0001076401,0.000005147926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002206806,"about_ca_system_score_gemma":0.002956226,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9873051,"about_ca_topic_score_gemma":0.9995467,"domain_scores_codex":[0.9985207,0.0003397064,0.0001618489,0.0002477414,0.0004809813,0.0002490538],"domain_scores_gemma":[0.9982651,0.0002494252,0.0002430841,0.0001604431,0.0009922315,0.00008974669],"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":[0.000005364007,0.000190128,0.01711351,0.00003614764,0.00001607936,4.145377e-7,0.02908691,0.000007158371,0.00004156091,0.00004118443,0.001890944,0.9515706],"study_design_scores_gemma":[0.0006271533,0.00009967085,0.9267852,0.0005294923,0.00009855832,0.000002327413,0.06090632,0.0006347353,1.475628e-7,0.008518899,0.001664757,0.0001326783],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890608,0.00002514877,0.0006850679,0.0002726495,0.0002899792,0.0006400692,0.0001548011,0.00002936833,0.008842096],"genre_scores_gemma":[0.9919007,0.00004819723,0.007332272,0.0001009161,0.0001709794,0.000005735028,0.00002006875,0.000009068413,0.0004120788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.951438,"threshold_uncertainty_score":0.7024543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07003718186635988,"score_gpt":0.3307805815557144,"score_spread":0.2607433996893545,"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."}}