{"id":"W2901081627","doi":"","title":"How to Establish and Develop Communities of Practice to Better Collaborate","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton; Université Laval","funders":"","keywords":"Reification (Marxism); Social capital; Sociology; Human capital; Public relations; Conceptual framework; Transformative learning; Pedagogy; Political science; Economic growth; Social science; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004527718,0.00005626451,0.00009065276,0.0003114992,0.0003405365,0.0002331968,0.0001004886,0.00003355177,0.0001135132],"category_scores_gemma":[0.003144932,0.00005776234,0.000009689199,0.0005076352,0.0003302289,0.0003034604,0.000005354341,0.00007098481,0.000003697603],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009844507,"about_ca_system_score_gemma":0.01103877,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01459721,"about_ca_topic_score_gemma":0.2917362,"domain_scores_codex":[0.9993736,0.0001458857,0.0001673937,0.00005058864,0.0001244822,0.000138054],"domain_scores_gemma":[0.9975158,0.0002890599,0.0001364142,0.00005213244,0.00139804,0.0006085323],"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":[0.00002603762,0.00003906771,0.03691382,0.00001188211,0.00003836606,6.11042e-7,0.7316841,2.244372e-7,0.00002573927,0.1413702,0.08592985,0.003960123],"study_design_scores_gemma":[0.00006023462,0.0001322812,0.08791776,0.00002286039,0.000008978548,0.00001289286,0.26145,6.063616e-8,0.00003438622,0.00064315,0.649655,0.00006233212],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3163767,0.00008762785,0.00001371938,0.6783852,0.0002146264,0.00006631765,0.00001493874,9.436112e-7,0.004839904],"genre_scores_gemma":[0.9839913,0.00001823158,0.002870035,0.009726738,0.001170716,0.000003538781,0.000002663464,0.000003705653,0.002213126],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6686584,"threshold_uncertainty_score":0.9945678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09445364060826904,"score_gpt":0.4120331404742761,"score_spread":0.3175794998660071,"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."}}