{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05362706,0.0009942974,0.0009094688,0.004446923,0.01181804,0.01761992,0.004739661,0.006688012,0.008942336],"category_scores_gemma":[0.08231109,0.001166558,0.001596962,0.002131863,0.02122425,0.02447682,0.02322702,0.005290234,0.004587815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005958396,"about_ca_system_score_gemma":0.02993831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004103777,"about_ca_topic_score_gemma":0.004716193,"domain_scores_codex":[0.9171539,0.05856502,0.002605193,0.007413425,0.009318464,0.004943951],"domain_scores_gemma":[0.9129573,0.02809711,0.008549833,0.01758396,0.01448142,0.01833042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008502176,0.001154613,0.01505213,0.00139041,0.0002115234,0.001631344,0.2354541,0.003497144,0.00347003,0.3064317,0.03883033,0.3927918],"study_design_scores_gemma":[0.0001864182,0.0005029212,0.006017844,0.002475941,0.00006422236,0.001120612,0.1285264,0.003403044,0.001432053,0.3964359,0.459645,0.0001897134],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1671611,0.004469502,0.4832113,0.1195534,0.00237242,0.00626862,0.000149089,0.001878621,0.2149359],"genre_scores_gemma":[0.5767316,0.001444621,0.3988504,0.004160902,0.0002299559,0.002704074,0.0001422939,0.0003161537,0.01542002],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05362706,"threshold_uncertainty_score":0.2836104,"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."}}