{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003091597,0.0002667092,0.0003122292,0.001381659,0.006278277,0.001814484,0.001188726,0.0004539339,0.001637884],"category_scores_gemma":[0.008620689,0.0003658039,0.0002086512,0.003248258,0.001141018,0.0005601104,0.001611268,0.0009271968,0.0001520815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03470646,"about_ca_system_score_gemma":0.07036614,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9907293,"about_ca_topic_score_gemma":0.9964682,"domain_scores_codex":[0.997386,0.0004579664,0.0001171508,0.0001857259,0.0008998604,0.0009533819],"domain_scores_gemma":[0.9917728,0.001203059,0.00120124,0.0001292833,0.003544974,0.002148622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001102795,0.0001448125,0.6814953,0.0003461852,0.00002316772,0.0005301907,0.2803038,0.0001024014,0.0007412697,0.0003876924,0.004680946,0.03113398],"study_design_scores_gemma":[0.000007610059,0.0000629415,0.7216741,0.0002407593,0.00001540197,0.00006535069,0.2698839,0.0002000477,0.00009917947,0.00004990325,0.007671286,0.00002941847],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943159,0.0004166009,0.0001306591,0.001081843,0.00001019608,0.000102571,0.0006814718,0.000004942735,0.003255734],"genre_scores_gemma":[0.9970112,0.00100244,0.0002428433,0.000368947,0.000005372859,0.00005330999,0.0003440833,0.000004685326,0.000967196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03470646,"threshold_uncertainty_score":0.2518142,"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."}}