{"id":"W3129456481","doi":"10.4236/ce.2021.122030","title":"The Virtual Community of Practice for School Principals: A Professional Development Method","year":2021,"lang":"en","type":"article","venue":"Creative Education","topic":"Educational Practices and Policies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Community of practice; Meaning (existential); Professional development; Pedagogy; Identity (music); Continuing professional development; Professional learning community; Order (exchange); Sociology; Social practice; Psychology; Mathematics education; Business","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":[0.01836558,0.0006229541,0.0005747413,0.004910334,0.006112926,0.005659836,0.002526691,0.001733665,0.007090592],"category_scores_gemma":[0.02360514,0.0007580601,0.0004759979,0.002886249,0.006228543,0.005117479,0.009147969,0.001950406,0.0009651878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002655873,"about_ca_system_score_gemma":0.005823164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008028846,"about_ca_topic_score_gemma":0.002537285,"domain_scores_codex":[0.9750149,0.02097456,0.0005476103,0.001392041,0.001373437,0.0006975846],"domain_scores_gemma":[0.9703068,0.02145837,0.00116804,0.002575081,0.002178335,0.002313403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004774401,0.001580627,0.01074055,0.001407751,0.00003369579,0.001357838,0.5987508,0.0003527618,0.003936927,0.03556351,0.004598728,0.3411995],"study_design_scores_gemma":[0.001012558,0.002343759,0.01350664,0.001536932,0.0001142201,0.003021622,0.7076346,0.004179059,0.00519492,0.02880345,0.2324632,0.0001890739],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6522689,0.00119769,0.2460998,0.004631043,0.000521805,0.02618679,0.0004371688,0.0004137043,0.06824316],"genre_scores_gemma":[0.7203566,0.0005267565,0.2460461,0.0004651341,0.0001132192,0.01955343,0.0001745992,0.0001008523,0.01266326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01836558,"threshold_uncertainty_score":0.09712762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09272712828189295,"score_gpt":0.5223558208351117,"score_spread":0.4296286925532187,"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."}}