{"id":"W2125534466","doi":"10.1177/1541344608316961","title":"The Transformative Educator as Learning Companion","year":2008,"lang":"en","type":"article","venue":"Journal of Transformative Education","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Transformative learning; Literacy; Pedagogy; Psychology; Work (physics); Sociology; Authentic learning; Adult Learning; Adult education; Mathematics education; Engineering","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":[0.002822157,0.0003498499,0.0003993891,0.0006577164,0.004232483,0.004490812,0.0007350561,0.001788953,0.009361686],"category_scores_gemma":[0.009364225,0.0002325863,0.0003359827,0.0002896396,0.003372371,0.00569068,0.006933052,0.002466887,0.001650323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007189857,"about_ca_system_score_gemma":0.001653208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003430203,"about_ca_topic_score_gemma":0.0007846797,"domain_scores_codex":[0.9966052,0.002424187,0.00007351182,0.0002621171,0.0003530003,0.0002820394],"domain_scores_gemma":[0.9958923,0.001575327,0.000369862,0.0005004302,0.0003979769,0.001264201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003381983,0.00154067,0.01450716,0.0005440888,0.00002656809,0.007505508,0.5238081,0.0004458844,0.01175759,0.1620919,0.02371126,0.2537231],"study_design_scores_gemma":[0.0001090833,0.001858655,0.005061507,0.0007964122,0.0000583127,0.02161545,0.1896837,0.00384337,0.007362894,0.03119176,0.738259,0.0001599136],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6772645,0.002448447,0.06235424,0.01687964,0.001878833,0.000243606,0.00006826068,0.001522991,0.2373396],"genre_scores_gemma":[0.9539585,0.000524031,0.01296253,0.001189354,0.00008166613,0.00005449988,0.00002929136,0.00009034384,0.03110988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009361686,"threshold_uncertainty_score":0.03131795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01568891768210271,"score_gpt":0.3270137830098097,"score_spread":0.311324865327707,"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."}}