{"id":"W4407083756","doi":"10.4324/9781003439646-8","title":"Action Research and the Scholar-Coach","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Coaching Methods and Impact","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Action (physics); Psychology; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01676987,0.001099741,0.0008832297,0.002918933,0.007192238,0.01458656,0.002616678,0.00592158,0.01030403],"category_scores_gemma":[0.01218494,0.0005732777,0.0004031004,0.002785804,0.05062411,0.01124511,0.008448958,0.009011708,0.002964772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009301502,"about_ca_system_score_gemma":0.01044316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003447162,"about_ca_topic_score_gemma":0.007442104,"domain_scores_codex":[0.9763079,0.01788788,0.0004813123,0.001594456,0.003138074,0.0005903936],"domain_scores_gemma":[0.9832881,0.01372743,0.0004213491,0.001030888,0.0006904684,0.0008416336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004156379,0.0000508268,0.000112959,0.0001931306,0.000003118398,0.00007038529,0.01258043,0.0001061264,0.00005034712,0.9453853,0.01645691,0.02498629],"study_design_scores_gemma":[0.00001367112,0.00003170197,0.0001818724,0.00116651,0.000004281864,0.000284005,0.01318177,0.0001801226,0.0001843007,0.3557645,0.6289953,0.00001193847],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003392183,0.0339768,0.02887676,0.06388106,0.002182112,0.0002893555,0.00004954293,0.0001562051,0.867196],"genre_scores_gemma":[0.303764,0.06325823,0.10346,0.03825124,0.001564276,0.002380847,0.000256793,0.0005141126,0.4865505],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01676987,"threshold_uncertainty_score":0.08868861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.30753371632478,"score_gpt":0.5225874906325937,"score_spread":0.2150537743078136,"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."}}