{"id":"W1598252216","doi":"10.22329/celt.v4i0.3279","title":"15. Considering the Use of Standardized Clients in Professional Social Work Education","year":2011,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"University of Windsor","keywords":"Psychology; Medical education; Work (physics); Standardized test; Social skills; Professional development; Pedagogy; Medicine; Mathematics education; Psychotherapist","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"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":[0.01403385,0.0003639387,0.0003115334,0.000616849,0.00757742,0.005417095,0.001702809,0.01258271,0.003395428],"category_scores_gemma":[0.02401979,0.0002787702,0.0007406407,0.0005221803,0.008039148,0.005713622,0.004393016,0.005279591,0.0008253428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003097773,"about_ca_system_score_gemma":0.008103007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01162144,"about_ca_topic_score_gemma":0.03464875,"domain_scores_codex":[0.9842248,0.009331231,0.001151649,0.0005753181,0.00316065,0.001556401],"domain_scores_gemma":[0.9825927,0.00964736,0.001696637,0.0005308401,0.003273895,0.002258569],"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":[0.00009831962,0.0004877585,0.03194699,0.001069535,0.00007166,0.00940587,0.3549946,0.0004841718,0.007207817,0.1506884,0.251287,0.1922579],"study_design_scores_gemma":[0.00003738616,0.000336298,0.0190947,0.001496081,0.00006077715,0.003395342,0.2023452,0.0002865533,0.002190422,0.01818816,0.7524435,0.0001256824],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1758356,0.005847567,0.006686626,0.6471708,0.01017984,0.0003659692,0.0000592901,0.000171888,0.1536824],"genre_scores_gemma":[0.6758691,0.004829843,0.01423458,0.2212811,0.003711369,0.0006413438,0.00005987622,0.00009096241,0.07928177],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01403385,"threshold_uncertainty_score":0.07421893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0735241041293683,"score_gpt":0.4044764331696867,"score_spread":0.3309523290403183,"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."}}