{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01052898,0.0007912185,0.0003607026,0.002975733,0.00797386,0.01127612,0.002643849,0.002697418,0.00644206],"category_scores_gemma":[0.00657908,0.0002521189,0.000683968,0.001532366,0.04112558,0.007178129,0.009395842,0.006572028,0.0006811325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008839564,"about_ca_system_score_gemma":0.0133056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002128732,"about_ca_topic_score_gemma":0.003602086,"domain_scores_codex":[0.9910645,0.007180247,0.0001289339,0.0003694897,0.0007500302,0.0005068801],"domain_scores_gemma":[0.9934149,0.004002288,0.0003522371,0.00066173,0.0004740862,0.001094788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006700346,0.0001331759,0.0002275775,0.0001618405,0.00000786496,0.0001676328,0.04751056,0.0005130628,0.0001350299,0.9111269,0.004782349,0.0352275],"study_design_scores_gemma":[0.00002012437,0.0001286505,0.0003762079,0.0005939978,0.000007677027,0.0003702783,0.07128055,0.0009892541,0.000555802,0.5815712,0.344081,0.00002520602],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0308929,0.006933127,0.3249406,0.07859518,0.002237987,0.001292529,0.0000526644,0.000610787,0.5544443],"genre_scores_gemma":[0.8161104,0.007055151,0.1203603,0.00640766,0.0007557697,0.001662268,0.00005428333,0.0002340539,0.04736013],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01127612,"threshold_uncertainty_score":0.06413579,"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."}}