{"id":"W2794907253","doi":"10.1163/27730840-04802001","title":"Developing Teachers as the Learning Profession: Findings from the State of Educators’ Professional Learning in Canada Study","year":2016,"lang":"en","type":"article","venue":"Scottish Educational Review","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional learning community; Professional development; Diversity (politics); Professional studies; Pedagogy; Faculty development; Psychology; Collaborative learning; Open learning; Cooperative learning; Teaching method; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002713084,0.0001446475,0.0002560685,0.00003643207,0.0007253268,0.00002773894,0.0005332118,0.00002702289,0.0009957034],"category_scores_gemma":[0.005344904,0.00007532435,0.0000506991,0.0005783981,0.0002167474,0.0001547769,0.00007538098,0.0004872157,0.00004952415],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009842302,"about_ca_system_score_gemma":0.02007811,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5917141,"about_ca_topic_score_gemma":0.7453638,"domain_scores_codex":[0.9960169,0.00215537,0.0004800368,0.0002779865,0.0007491431,0.000320517],"domain_scores_gemma":[0.9964651,0.002783026,0.0002978221,0.0001745267,0.0001998102,0.00007969927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003449811,0.00009913675,0.7264526,0.0000544828,0.00003878515,3.803026e-7,0.2099664,0.000001027168,0.000002929168,0.001068983,0.01460377,0.04770806],"study_design_scores_gemma":[0.00009253014,0.000008974276,0.5557192,0.003002371,0.00001884448,4.670437e-7,0.3245156,8.2459e-8,0.000002954542,0.0007619041,0.1157585,0.0001185576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5992764,0.01479472,0.000001705412,0.3837891,0.001041758,0.0007479619,0.000001789511,0.00001041125,0.000336197],"genre_scores_gemma":[0.9833898,0.005499267,0.00004763062,0.002229461,0.0002422447,0.0002981139,0.000006314305,0.00001279602,0.008274369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3841134,"threshold_uncertainty_score":0.9999175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09820060933577568,"score_gpt":0.4238995539926096,"score_spread":0.3256989446568339,"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."}}