{"id":"W2789730033","doi":"10.1177/0734016817752433","title":"Correctional Officers in Canada","year":2018,"lang":"en","type":"article","venue":"Criminal Justice Review","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Prison; Overcrowding; Criminology; Work (physics); Workplace violence; Service (business); Psychology; Carry (investment); Sociology; Suicide prevention; Poison control; Political science; Engineering; Business; Medicine; Medical emergency; Law","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000579607,0.0001232119,0.0002726743,0.00009258241,0.0004672032,0.0000299149,0.0002514844,0.00003671082,0.002076557],"category_scores_gemma":[0.0008131648,0.0001242255,0.00008517154,0.0009682861,0.0001774256,0.000132038,0.00002937326,0.0001710615,0.0002235834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001040124,"about_ca_system_score_gemma":0.004242626,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9750598,"about_ca_topic_score_gemma":0.9979305,"domain_scores_codex":[0.9983536,0.0002006428,0.0003372154,0.0002602084,0.0004680929,0.0003802335],"domain_scores_gemma":[0.9990004,0.0002304335,0.0001037964,0.0001861987,0.0003127698,0.000166444],"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":[0.0000585044,0.0001579287,0.001225079,0.006904718,0.00005754224,0.0001271038,0.0159658,0.00004133683,0.00001334658,0.006053915,0.07018151,0.8992132],"study_design_scores_gemma":[0.000110086,0.00005365409,0.000714988,0.002102514,0.004238361,0.00002416021,0.5126989,0.0001646133,0.00000860646,0.00001107215,0.479543,0.0003299683],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5446123,0.1413047,0.00223356,0.005132126,0.0149685,0.001378546,0.00002835332,0.0001895335,0.2901524],"genre_scores_gemma":[0.8880215,0.1030563,0.0002297295,0.006228576,0.001375412,0.00004377914,0.000009484286,0.00001650771,0.001018735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8988832,"threshold_uncertainty_score":0.9988357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04191723328936137,"score_gpt":0.3441423880427081,"score_spread":0.3022251547533467,"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."}}