{"id":"W2890813273","doi":"10.33524/cjar.v19i1.372","title":"ACTION RESEARCH: TO SERVICE AND PROTECT","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Action Research","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"","keywords":"Apprenticeship; Conversation; Action (physics); Pedagogy; Face (sociological concept); Teacher education; Action research; Psychology; Statement (logic); Mathematics education; Sociology; Epistemology; Social science; Philosophy; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.184817,0.002087193,0.002540508,0.004252535,0.01262514,0.02403069,0.005035827,0.02745933,0.01234915],"category_scores_gemma":[0.1922422,0.001176653,0.00198085,0.003106066,0.1124533,0.0365986,0.02837314,0.0278419,0.00856622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008967392,"about_ca_system_score_gemma":0.05141886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004123929,"about_ca_topic_score_gemma":0.003009784,"domain_scores_codex":[0.7390491,0.2188648,0.004967967,0.01098063,0.02007429,0.006063161],"domain_scores_gemma":[0.7257529,0.138752,0.01650981,0.06431866,0.0253264,0.02934034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001041649,0.000274402,0.001836533,0.0009449293,0.0001292155,0.0003750671,0.0587787,0.0004905193,0.0005036264,0.7338475,0.1137688,0.08894645],"study_design_scores_gemma":[0.00007440854,0.000128531,0.0005637624,0.002100528,0.00002977042,0.0004066505,0.02898254,0.000414671,0.0004089022,0.5884781,0.3783592,0.0000528073],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004107099,0.007124063,0.06232006,0.7679339,0.00486888,0.0005746347,0.0001023848,0.0005797412,0.1523892],"genre_scores_gemma":[0.4118691,0.01288144,0.09720659,0.415699,0.0056466,0.004128556,0.0003781181,0.0008520081,0.05133855],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.184817,"threshold_uncertainty_score":0.9774173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8734930751761808,"score_gpt":0.635025981669925,"score_spread":0.2384670935062558,"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."}}