{"id":"W2130629751","doi":"10.33524/cjar.v12i3.22","title":"Hannay, L., Wideman, R., & Seller, W. (2010). Professional learning to reshape teaching. Toronto, ON: Elementary Teachers’ Federation of Ontario.","year":2012,"lang":"en","type":"article","venue":"The Canadian Journal of Action Research","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"","keywords":"Craft; Professional development; Action (physics); Process (computing); Action research; Sociology; Reflection (computer programming); Order (exchange); Pedagogy; Reflective practice; Closure (psychology); Mathematics education; Psychology; Political science; Computer science; Visual arts; Law; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01140241,0.00008614503,0.000141181,0.000237677,0.002731007,0.0001162274,0.00031437,0.00008770102,0.00386579],"category_scores_gemma":[0.00130863,0.00006598206,0.00006213903,0.0001663539,0.0002450604,0.0004325754,0.00001912832,0.001491257,0.00007577717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003510829,"about_ca_system_score_gemma":0.004631566,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7880307,"about_ca_topic_score_gemma":0.9880019,"domain_scores_codex":[0.9959633,0.002109098,0.0003043694,0.00009946559,0.0009688761,0.0005548344],"domain_scores_gemma":[0.9981621,0.0003710384,0.0001784214,0.0001282043,0.0005124583,0.0006478135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005731672,0.0001025514,0.03322992,0.000005808588,0.00006002802,8.722577e-7,0.7031195,0.0000245697,0.0001049187,0.001553201,0.252319,0.009422281],"study_design_scores_gemma":[0.0001297733,0.0001104011,0.04526865,0.00004804474,0.00000771685,0.000003420553,0.2442875,6.439008e-7,0.00003267228,0.0000639561,0.7099862,0.00006104054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8075603,0.0006315307,0.00002064866,0.1650607,0.002402718,0.0004032578,0.000001992289,0.00001021622,0.02390866],"genre_scores_gemma":[0.9290512,0.00001947295,0.0001782326,0.0004731478,0.001091644,0.000008798747,0.000003182698,0.000009816915,0.06916451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.458832,"threshold_uncertainty_score":0.9985673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4043815183945249,"score_gpt":0.5025933767476191,"score_spread":0.0982118583530942,"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."}}