{"id":"W4390012707","doi":"10.1177/15413446231222204","title":"Measuring and Validating a Transformation Learning Survey Through Social Work Education Research","year":2023,"lang":"en","type":"article","venue":"Journal of Transformative Education","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Transformative learning; Journaling file system; Pedagogy; Qualitative property; Higher education; Work (physics); Psychology; Sociology; Mathematics education; Computer science; Engineering; Political science","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":[0.09238519,0.0005272889,0.0004881342,0.004425438,0.001901617,0.002006124,0.001162944,0.0007375273,0.001473877],"category_scores_gemma":[0.1098833,0.0003997914,0.0006864168,0.002787978,0.002545166,0.002268192,0.002642587,0.001235345,0.0006024888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002744456,"about_ca_system_score_gemma":0.006350727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002167105,"about_ca_topic_score_gemma":0.002555802,"domain_scores_codex":[0.9187768,0.05999635,0.005560914,0.002286068,0.01154664,0.00183319],"domain_scores_gemma":[0.8143322,0.1126502,0.01069866,0.01581301,0.04379128,0.002714742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004397325,0.005297645,0.4575265,0.0007118465,0.0001768128,0.0002042523,0.07225782,0.0027189,0.009351573,0.00981601,0.004617889,0.436881],"study_design_scores_gemma":[0.0006668443,0.01185378,0.710437,0.0009590669,0.0002128752,0.0004735638,0.1353523,0.02269376,0.03317603,0.01548345,0.06842625,0.0002650008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8783314,0.00009426443,0.09390326,0.0007559354,0.0001053264,0.01176159,0.000733289,0.0002837942,0.01403124],"genre_scores_gemma":[0.896247,0.0001540709,0.07736368,0.0003382229,0.00004679749,0.02340536,0.0009858767,0.00007657266,0.001382467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09238519,"threshold_uncertainty_score":0.4885854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2007516491937,"score_gpt":0.4516920711917448,"score_spread":0.2509404219980448,"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."}}