{"id":"W4391774174","doi":"10.32920/25213022","title":"Social Workers in Corrections","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; York University; Ontario Ministry of Labour","funders":"","keywords":"Social work; Perspective (graphical); Work (physics); Face (sociological concept); Social psychology; Public relations; Sociology; Work environment; Psychology; Political science; Social science; Engineering; Job satisfaction; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001217198,0.0003734562,0.0002977438,0.0007816316,0.03115543,0.004181718,0.001157918,0.00194239,0.01014764],"category_scores_gemma":[0.005430314,0.0003370057,0.0002234211,0.001119408,0.01118654,0.00135476,0.006190634,0.002079597,0.0006779243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02252826,"about_ca_system_score_gemma":0.03052247,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6376644,"about_ca_topic_score_gemma":0.7894855,"domain_scores_codex":[0.9957659,0.001452531,0.00009610457,0.0002539282,0.0006174292,0.001814102],"domain_scores_gemma":[0.9933757,0.0009598839,0.001158523,0.0002363037,0.001057991,0.003211658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006437206,0.00006651801,0.04120796,0.0001967138,0.000008755555,0.00261309,0.9208044,0.00007301123,0.00154591,0.001457809,0.01016569,0.0217958],"study_design_scores_gemma":[0.000006068079,0.00007078856,0.03381259,0.0001025608,0.000006724826,0.0003603851,0.9108645,0.00002670558,0.0001254692,0.000179549,0.05442295,0.00002170055],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9666905,0.001196143,0.0001893558,0.009482398,0.0002332882,0.00007096834,0.00005526283,0.00003023905,0.02205185],"genre_scores_gemma":[0.984219,0.0005430235,0.0001049135,0.0008381828,0.00003081756,0.00003166672,0.00001839172,0.00001347167,0.01420039],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6376644,"threshold_uncertainty_score":0.7289388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07907349872223648,"score_gpt":0.4544797239995085,"score_spread":0.3754062252772721,"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."}}