{"id":"W3174122112","doi":"10.1192/bjo.2021.379","title":"Education for corrections officers to better meet the mental health needs of inmates","year":2021,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Mental health; Psychiatry; Distress; Needs assessment; Curriculum; Mental illness; Medicine; Focus group; Psychology; Family medicine; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003823192,0.0000446616,0.0001034627,0.00006885773,0.0007281983,0.0001242674,0.0002469377,0.0000207238,0.0002075689],"category_scores_gemma":[0.00008824897,0.00003743093,0.00006471457,0.0007625346,0.0000380996,0.0001049294,0.00004997537,0.00002980031,0.00001083813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008489905,"about_ca_system_score_gemma":0.0008825807,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02556092,"about_ca_topic_score_gemma":0.07397099,"domain_scores_codex":[0.9994352,0.00007370336,0.0001485527,0.00009781292,0.0001158073,0.0001288521],"domain_scores_gemma":[0.9994495,0.00008463219,0.00007105622,0.0001520294,0.0001789934,0.00006377007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006371111,0.0006544546,0.002200009,0.0000313777,0.0001140491,4.896547e-8,0.2222665,0.00007291716,0.0006446263,0.02952461,0.3648263,0.3796014],"study_design_scores_gemma":[0.00006330742,0.00003640361,0.0002452051,0.00002060175,0.00004328763,5.194524e-7,0.6200703,0.00001391662,0.0001366333,0.00008791714,0.3792395,0.00004244736],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7463863,0.0004245087,0.005605689,0.1598942,0.005399677,0.003340723,0.0001016704,0.0000398239,0.07880733],"genre_scores_gemma":[0.980047,0.00010978,0.002685202,0.007393364,0.0003625434,0.0003742766,0.0000427915,0.00001080815,0.008974203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3978037,"threshold_uncertainty_score":0.9809279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0432117730159005,"score_gpt":0.4154190926086703,"score_spread":0.3722073195927698,"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."}}