{"id":"W3109656157","doi":"10.1080/19415257.2020.1853591","title":"Transformative learning for university level students and advisors: a self study","year":2020,"lang":"en","type":"article","venue":"Professional Development in Education","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transformative learning; Praxis; Professional development; Pedagogy; Identity (music); Psychology; Sociology; Qualitative research; Medical education; Medicine; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.01061123,0.0002739498,0.0004028124,0.001850595,0.006061776,0.005826187,0.0009432143,0.001328851,0.002033315],"category_scores_gemma":[0.01902897,0.0003257093,0.0003946766,0.0008832332,0.007815426,0.003619095,0.004132961,0.002317616,0.000422836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002180852,"about_ca_system_score_gemma":0.002651179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007376018,"about_ca_topic_score_gemma":0.001553308,"domain_scores_codex":[0.9922321,0.005950741,0.0002220455,0.0003782411,0.0007549737,0.000461952],"domain_scores_gemma":[0.9802669,0.01233885,0.001552232,0.001566584,0.001801874,0.002473593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003028415,0.0004808953,0.01299412,0.00005555783,0.000004941639,0.0005209406,0.9583399,0.00003813379,0.0008500154,0.003653994,0.0006849092,0.02234628],"study_design_scores_gemma":[0.00001342316,0.0004851555,0.009145561,0.00009343027,0.000006085323,0.001062392,0.9662702,0.0002263286,0.0009823752,0.001530632,0.02016112,0.00002332111],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991952,0.000178029,0.001291542,0.0009638839,0.00003179098,0.0000725185,0.00001014408,0.00001597232,0.005484032],"genre_scores_gemma":[0.9946331,0.0001907081,0.001183712,0.0002594001,0.00002144028,0.00005897716,0.00001073695,0.0000108011,0.00363102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01061123,"threshold_uncertainty_score":0.05611825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05034248556606929,"score_gpt":0.3725660618249297,"score_spread":0.3222235762588604,"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."}}