{"id":"W2107060902","doi":"10.1177/0741713612471419","title":"Adult Health Learning and Transformation","year":2013,"lang":"en","type":"article","venue":"Adult Education Quarterly","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Transformative learning; Adult education; Adult Learning; Facilitation; Informal learning; Psychology; Collaborative learning; Learning community; Informal education; Community education; Pedagogy; Professional learning community; Sociology; Experiential learning; Higher education; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001787544,0.00007874273,0.00009010094,0.00007427925,0.0005270032,0.0001817032,0.00007722103,0.00005802289,0.0002809423],"category_scores_gemma":[0.00009152106,0.00008235265,0.00002543448,0.0001635861,0.00007068568,0.0006160582,0.000001633003,0.0001183235,0.0002288891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007238019,"about_ca_system_score_gemma":0.0004868589,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009809102,"about_ca_topic_score_gemma":0.001870103,"domain_scores_codex":[0.9990802,0.0001555822,0.0002244886,0.0001478226,0.000172363,0.0002195372],"domain_scores_gemma":[0.9991269,0.00004394893,0.0001202441,0.00007645247,0.000457991,0.0001744617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[8.886669e-7,0.00004985703,0.003634757,0.0000160157,0.000003012311,8.072885e-9,0.2221272,6.657358e-8,0.000007721548,0.09939744,0.004493029,0.67027],"study_design_scores_gemma":[0.0003607411,0.0002922258,0.04417961,0.0001005923,0.00001033475,0.00000246326,0.7400715,0.0001460611,0.00001364268,0.0198055,0.1946801,0.0003372075],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8802831,0.0001806026,0.001264071,0.08389708,0.001002045,0.0006195606,8.407619e-7,0.0001796467,0.03257301],"genre_scores_gemma":[0.9899654,0.0001412073,0.0006138324,0.001587452,0.0003590992,0.0001177084,0.00002054038,0.000007972802,0.007186761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6699328,"threshold_uncertainty_score":0.9967847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005542838718445553,"score_gpt":0.303207885837971,"score_spread":0.2976650471195255,"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."}}