{"id":"W1030305521","doi":"","title":"The Implementations of Professional Learning Communities (PLCs) in Beijing and Ontario Schools","year":2014,"lang":"en","type":"article","venue":"Brock University Digital Repository (Brock University)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Beijing; Implementation; Professional learning community; Mathematics education; Computer science; Professional development; Pedagogy; Political science; Economic growth; Sociology; Psychology; China; Economics; Software engineering; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004169547,0.0003059116,0.0004540118,0.001850144,0.01512355,0.004313322,0.001613547,0.0008777697,0.002034699],"category_scores_gemma":[0.006830738,0.0006291755,0.0002779215,0.003934062,0.01094037,0.002144726,0.006717747,0.0009737868,0.0001031428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08487121,"about_ca_system_score_gemma":0.1010204,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.881972,"about_ca_topic_score_gemma":0.9551405,"domain_scores_codex":[0.9930508,0.001829595,0.0003158121,0.0008011079,0.001557617,0.002445046],"domain_scores_gemma":[0.9899936,0.001565294,0.001919633,0.0005759409,0.001753949,0.004191518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00008305367,0.0000603995,0.1039207,0.0001273748,0.00001212295,0.0007640931,0.8708801,0.00009982155,0.0009333529,0.003672552,0.0008366645,0.01860979],"study_design_scores_gemma":[0.00001483796,0.00007044293,0.1866322,0.00006874338,0.00001383204,0.00009286858,0.796665,0.0002373901,0.0002205115,0.0003615386,0.01558471,0.000038013],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946254,0.0001440533,0.0001439955,0.0007816576,0.000007963753,0.00007166462,0.00004685689,0.000009916753,0.004168532],"genre_scores_gemma":[0.9980344,0.0001002352,0.0001672514,0.00004913563,0.000001899263,0.00002870219,0.00002246964,0.000004491203,0.001591415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.118028,"threshold_uncertainty_score":0.6157866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04301056610489172,"score_gpt":0.2794256910074782,"score_spread":0.2364151249025864,"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."}}