{"id":"W4283738524","doi":"10.1080/02615479.2022.2096214","title":"The state of doctoral social work education in Canada","year":2022,"lang":"en","type":"article","venue":"Social Work Education","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Regina","funders":"","keywords":"Social work; Bachelor; Scholarship; Sociology; Mentorship; Work (physics); Pedagogy; Medical education; Public relations; Political science; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001433812,0.0001188277,0.0001679807,0.00008671725,0.007625189,0.00009969805,0.0004368949,0.00005200574,0.001523687],"category_scores_gemma":[0.0003891262,0.0001319829,0.00007686965,0.004722079,0.0001940255,0.0001751413,0.00005722412,0.0004386668,0.00002098633],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00336417,"about_ca_system_score_gemma":0.03971651,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6264002,"about_ca_topic_score_gemma":0.7251312,"domain_scores_codex":[0.9968414,0.00138777,0.0004024764,0.0002124297,0.0007527419,0.0004031456],"domain_scores_gemma":[0.998526,0.0005563641,0.0004610421,0.0001283008,0.0002415997,0.00008669528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001122856,0.0004031195,0.04294262,0.000006935539,0.00002200838,1.823776e-7,0.09820843,0.0000158792,0.000002395619,0.05562344,0.339509,0.4631537],"study_design_scores_gemma":[0.00007815893,0.000004859028,0.1487833,0.000003620968,0.00001152568,8.755612e-8,0.1499842,1.994403e-7,0.000001913716,0.007327043,0.6936812,0.0001238965],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.780375,0.0007545872,0.000002694184,0.1637664,0.01139384,0.0006821127,0.00001080847,0.00003228016,0.04298231],"genre_scores_gemma":[0.9652053,0.00002755419,0.00003863454,0.0008882509,0.001032736,0.0002784592,0.00003823477,0.00001753877,0.03247327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4630299,"threshold_uncertainty_score":0.9993891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02372332006916193,"score_gpt":0.3469788735023645,"score_spread":0.3232555534332026,"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."}}