{"id":"W3189517727","doi":"10.1080/17425964.2021.1961127","title":"‘It’s Messy and It’s Frustrating at Times, but It’s Worth It.’ Facilitating the Professional Development of Teachers Implementing an Innovation","year":2021,"lang":"en","type":"article","venue":"Studying Teacher Education","topic":"Physical Education and Pedagogy","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Facilitator; Pedagogy; Psychology; Professional development; Identity (music); Qualitative research; Teacher education; Community of practice; Faculty development; Professional learning community; Mathematics education; Sociology; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.006148754,0.0006160368,0.0005311557,0.001024529,0.005596972,0.005118003,0.001056257,0.002646741,0.007260516],"category_scores_gemma":[0.02212601,0.000534102,0.0007023605,0.0006400455,0.0104379,0.007276246,0.004573554,0.00429747,0.00310975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001823939,"about_ca_system_score_gemma":0.003668489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003413186,"about_ca_topic_score_gemma":0.004880975,"domain_scores_codex":[0.9916837,0.003989134,0.0002809975,0.0007744942,0.002579155,0.0006925084],"domain_scores_gemma":[0.9929196,0.002849723,0.001020358,0.0006267322,0.001826846,0.0007568169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008289197,0.000255766,0.0108342,0.001339748,0.00009076179,0.002359083,0.707157,0.0003006252,0.008750667,0.03633183,0.06822432,0.1642731],"study_design_scores_gemma":[0.00005806477,0.0003597611,0.009786617,0.001358311,0.0000723647,0.007859011,0.307265,0.0006505821,0.002830723,0.0207969,0.64873,0.0002326109],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3779178,0.012541,0.1101867,0.09746304,0.00534341,0.0009093955,0.0002822303,0.001691062,0.3936653],"genre_scores_gemma":[0.8741564,0.00450147,0.04357636,0.01267866,0.0003882863,0.0003751542,0.0001372247,0.0004872013,0.06369913],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007260516,"threshold_uncertainty_score":0.03251809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1790546606694516,"score_gpt":0.5018580261785456,"score_spread":0.322803365509094,"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."}}