{"id":"W2730236788","doi":"10.4995/head17.2017.5422","title":"A Transformative Approach to Social Work Education","year":2017,"lang":"en","type":"article","venue":"","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Mentorship; Transformative learning; Transferability; Work (physics); Process (computing); Social work; Field (mathematics); Pedagogy; Computer science; Medical education; Engineering ethics; Sociology; Mathematics education; Psychology; Engineering; 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"],"consensus_categories":[],"category_scores_codex":[0.0001772621,0.00003558735,0.00004803928,0.00002115334,0.001822944,0.000204249,0.0002436294,0.00004036154,0.0001075567],"category_scores_gemma":[0.00008556667,0.00003336102,0.0000271324,0.00007758455,0.00007416947,0.0002108441,0.000009242191,0.00004134329,0.0001002535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003697492,"about_ca_system_score_gemma":0.0002177153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007079589,"about_ca_topic_score_gemma":0.0002783609,"domain_scores_codex":[0.9995993,0.00002802938,0.00006098727,0.00007689645,0.0001180323,0.0001166924],"domain_scores_gemma":[0.9997153,0.000007931775,0.00003833028,0.00009824743,0.00007653114,0.00006361465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003792366,0.00009415238,0.001748641,0.000002378382,0.000003700247,9.719649e-9,0.267227,8.426066e-8,0.000001274976,0.41462,0.03802833,0.2782706],"study_design_scores_gemma":[0.00007345434,0.000004827141,0.06479459,0.00000610288,0.000005435707,4.27084e-8,0.0659261,0.000001496928,0.00001831661,0.003577693,0.8654773,0.0001146323],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0497034,0.000003948931,0.002768184,0.02398655,0.0004328048,0.0001696845,4.726356e-7,0.00003698967,0.922898],"genre_scores_gemma":[0.9149564,0.000001507495,0.00187176,0.0004626169,0.0006121109,0.00003898562,0.000001419537,0.000002566324,0.08205267],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.865253,"threshold_uncertainty_score":0.9994766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03830863107738365,"score_gpt":0.3701066642386495,"score_spread":0.3317980331612658,"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."}}