{"id":"W2253719361","doi":"","title":"Collaboration, Collegiality, and Collective Reflection: A Case Study of Professional Development for Teachers.","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Collegiality; Professional development; Pedagogy; Faculty development; Professional learning community; Sociology; Teacher leadership; Reflection (computer programming); Psychology; Educational leadership","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008035808,0.00007008038,0.0001297902,0.0002897408,0.0005838044,0.00008460398,0.00005166666,0.00005319654,0.00003303043],"category_scores_gemma":[0.001390527,0.00006949103,0.00001530223,0.0003936439,0.0001914768,0.0001797203,0.000003446255,0.00007769838,3.440061e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004549104,"about_ca_system_score_gemma":0.05652819,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008554021,"about_ca_topic_score_gemma":0.3198912,"domain_scores_codex":[0.9990869,0.0002006731,0.0003298245,0.000092003,0.0001703317,0.0001203278],"domain_scores_gemma":[0.9978042,0.0002088554,0.0002548626,0.00003748534,0.001165472,0.0005291205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004097779,0.0002947356,0.04420125,0.00001083026,0.00005748266,0.000004349924,0.9076152,0.00000118644,0.000001563164,0.01246081,0.03465085,0.0006607788],"study_design_scores_gemma":[0.0007737971,0.0004157143,0.0283861,0.00001550873,0.00002437862,0.0001977706,0.8875068,7.102791e-7,0.000008978568,0.002182556,0.08040033,0.00008732812],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.892239,0.0002054075,0.000007551009,0.1048931,0.0006639583,0.0004083533,0.00001082495,0.000001759484,0.001569958],"genre_scores_gemma":[0.9908637,0.000002819779,0.0005067614,0.0002203779,0.0006618556,0.00003627139,0.000003781221,0.000004224343,0.007700196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3113371,"threshold_uncertainty_score":0.9980481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2170617598229753,"score_gpt":0.4841521029142091,"score_spread":0.2670903430912338,"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."}}