{"id":"W4223435436","doi":"10.1177/17488958221087488","title":"What it takes to be a “Good” correctional officer: Occupational fitness and co-worker expectations from the perspective of correctional officer recruits in Canada","year":2022,"lang":"en","type":"article","venue":"Criminology & Criminal Justice","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research; Memorial University of Newfoundland","keywords":"Officer; Perspective (graphical); Psychology; Criminology; Social psychology; Applied psychology; Political science; Law; Computer science","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007114561,0.0002606806,0.0004267895,0.0003080744,0.002338264,0.00001925619,0.0004198549,0.0001520585,0.003460386],"category_scores_gemma":[0.001643117,0.0002436473,0.00006436503,0.0005361469,0.0002647613,0.0002482764,0.0002434516,0.001566182,0.00004281654],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002242621,"about_ca_system_score_gemma":0.01036843,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5367813,"about_ca_topic_score_gemma":0.7588502,"domain_scores_codex":[0.9951962,0.001484897,0.0008719601,0.0006645567,0.001030994,0.0007513824],"domain_scores_gemma":[0.9871858,0.01083484,0.0003199803,0.000332477,0.001050928,0.0002759686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.02192369,0.001258263,0.315007,0.000900443,0.0003825305,0.0001472761,0.3960428,0.0106372,0.000239196,0.0362183,0.1991172,0.01812608],"study_design_scores_gemma":[0.0008007319,0.0001898045,0.3972255,0.00007564393,0.0001681268,0.00002955111,0.5940759,0.0007624638,0.000009299521,0.0001118263,0.006383435,0.0001676544],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721895,0.001087299,0.0002238502,0.01419073,0.007119595,0.00145072,0.001310148,0.00002659877,0.002401525],"genre_scores_gemma":[0.9873305,0.0001075578,0.0002668037,0.009215366,0.0004843841,0.001301354,0.0005083588,0.00002988793,0.0007557704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2220689,"threshold_uncertainty_score":0.9989606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2053710617438499,"score_gpt":0.4547298915481946,"score_spread":0.2493588298043447,"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."}}