{"id":"W4410793848","doi":"10.1093/sw/swaf021","title":"Preparing and Supporting Workplace-Based Human Service Supervisors: Insights from a Canadian Survey","year":2025,"lang":"en","type":"article","venue":"Social Work","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Onboarding; Psychology; Burnout; Quality (philosophy); Human services; Nursing; Service (business); Medical education; Applied psychology; Medicine; Business; Social psychology; Political 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"],"consensus_categories":[],"category_scores_codex":[0.001079505,0.0001358882,0.0002057467,0.0001255852,0.006482497,0.0003645486,0.0002622605,0.0002615501,0.0008202986],"category_scores_gemma":[0.0009295141,0.0001668875,0.00005079593,0.00390125,0.0001511315,0.0001938003,0.00003864161,0.0002855545,0.00006954547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003415171,"about_ca_system_score_gemma":0.001562657,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6582627,"about_ca_topic_score_gemma":0.9495677,"domain_scores_codex":[0.9977575,0.0009936931,0.0002559588,0.0003133328,0.0002343258,0.0004452184],"domain_scores_gemma":[0.9982343,0.001063889,0.0001224032,0.0001342719,0.0001928472,0.0002523095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007842957,0.00009572877,0.7218316,0.00002547402,0.0001290708,0.000003973494,0.1514722,0.000005436718,0.00001865348,0.05719621,0.05833919,0.01080407],"study_design_scores_gemma":[0.0003346602,0.000004482293,0.5510531,0.00004972109,0.00004742239,1.720265e-8,0.03209312,0.000005395999,0.000008637229,0.008153968,0.4079745,0.0002749454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7738416,0.000310117,0.00001851901,0.04198043,0.000889053,0.000333577,0.00001361783,0.0001215281,0.1824916],"genre_scores_gemma":[0.9903452,0.000005210688,0.0001052632,0.003716181,0.0004247761,0.00002603296,0.00007486732,0.00001440652,0.005288007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3496353,"threshold_uncertainty_score":0.9948109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0371304928885856,"score_gpt":0.3551502174822008,"score_spread":0.3180197245936152,"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."}}