{"id":"W2918020303","doi":"10.18357/jcs.v44i1.18785","title":"Learning Collectives With/In Sites of Practice: Beyond Training and Professional Development","year":2019,"lang":"en","type":"article","venue":"Journal of Childhood Studies","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capilano University","funders":"","keywords":"General partnership; Professional development; Facilitation; Pedagogy; Professional learning community; Politics; Institution; Sociology; Quality (philosophy); Psychology; Political science; Epistemology; Social science","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":[0.002619496,0.00007465488,0.0002632737,0.0001925303,0.0003865304,0.00002651965,0.00006834441,0.00003561964,0.00003768683],"category_scores_gemma":[0.003886469,0.000053837,0.00001894018,0.0003802478,0.0001447991,0.000541348,0.00002419905,0.0004346905,0.000001589825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000611111,"about_ca_system_score_gemma":0.000929759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008463772,"about_ca_topic_score_gemma":0.00005691427,"domain_scores_codex":[0.9986022,0.0004165138,0.0003264167,0.00008762231,0.0004334261,0.0001338055],"domain_scores_gemma":[0.9970353,0.001285864,0.0008564559,0.00002554551,0.0007657749,0.00003108624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008009993,0.0002150155,0.1398713,0.00001909052,0.0002376691,0.000002915291,0.8512998,0.00003012965,0.00007259173,0.001523664,0.0002860035,0.006361753],"study_design_scores_gemma":[0.0005037933,0.0002712272,0.2951004,0.0002278972,0.00001607319,0.00001053806,0.6426563,4.71749e-7,0.00007389741,0.0001192578,0.0609521,0.00006804456],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796837,0.002181467,0.000002241924,0.005516499,0.0004042311,0.0001143855,1.042396e-7,0.000004019408,0.01209336],"genre_scores_gemma":[0.9938161,0.0003351105,0.002779901,0.0001243335,0.0000993884,0.000002376335,1.8685e-7,0.000004578524,0.002838005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2086435,"threshold_uncertainty_score":0.4652747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05243320249862088,"score_gpt":0.414858630676783,"score_spread":0.3624254281781621,"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."}}