{"id":"W4416211923","doi":"10.1080/14767333.2025.2586521","title":"The impact of Codevelopment Action Learning participation on facilitators’ skills and development","year":2025,"lang":"en","type":"article","venue":"Action Learning Research and Practice","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Université de Montréal","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Action learning; Action (physics); Experiential learning; Action research; Work (physics); Collaborative learning","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.01170646,0.0001022011,0.0001127335,0.000282342,0.004300606,0.0003426698,0.00009234872,0.00009354249,0.00009885334],"category_scores_gemma":[0.03995555,0.0000796377,0.00001957175,0.0007730095,0.0004072061,0.0007463905,0.00005193497,0.001177241,0.00003606257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003326941,"about_ca_system_score_gemma":0.001002434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001285848,"about_ca_topic_score_gemma":0.0001477341,"domain_scores_codex":[0.9946665,0.00384351,0.0002685446,0.0002522243,0.000605349,0.0003639209],"domain_scores_gemma":[0.9855193,0.0130287,0.0002805276,0.00009192378,0.0009811152,0.00009837956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001125321,0.0004605266,0.08426529,0.00005753001,0.0002940728,0.000001385595,0.07692695,0.0008577569,0.001111897,0.01464936,0.002925867,0.817324],"study_design_scores_gemma":[0.0001964525,0.0002847407,0.1726703,0.00004449504,0.000005903085,0.000001223071,0.05821331,0.00004501389,0.0004288495,0.0001201279,0.767911,0.00007865883],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9549775,0.000203384,0.000479716,0.009194298,0.0002717432,0.0003546188,2.996768e-7,0.00005777353,0.0344607],"genre_scores_gemma":[0.9806387,0.001669112,0.0003000562,0.00003992226,0.00005747491,0.00004823579,0.000004978886,0.000006650876,0.01723487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8172454,"threshold_uncertainty_score":0.9969957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2528049280670471,"score_gpt":0.5871992970568295,"score_spread":0.3343943689897824,"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."}}