{"id":"W2923765519","doi":"10.1163/25902547-00101012","title":"Teacher Professional Collaboration in China: Practices and Issues","year":2019,"lang":"en","type":"article","venue":"Beijing international review of education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Professional development; Context (archaeology); China; Pedagogy; Teacher education; Professional learning community; Faculty development; Christian ministry; Medical education; Political science; Psychology; Sociology; Public relations; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001076938,0.00006145633,0.0001250804,0.00010653,0.00004908645,0.00003017343,0.0001272184,0.00003899929,0.0007391089],"category_scores_gemma":[0.002554847,0.0000579937,0.00002121486,0.0002336077,0.00005459406,0.0004275173,0.00001847442,0.0001000903,0.00002804695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001241259,"about_ca_system_score_gemma":0.0005840513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006497187,"about_ca_topic_score_gemma":0.0003334853,"domain_scores_codex":[0.9989794,0.0002318294,0.0002482259,0.0001505284,0.0003087544,0.00008126607],"domain_scores_gemma":[0.9991085,0.0001141855,0.0004220117,0.00007826045,0.0002476697,0.00002937618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001376222,0.0006179734,0.7793555,0.001451317,0.00003174544,8.548723e-8,0.09642305,8.034806e-7,0.0001248483,0.0608251,0.02615814,0.03499772],"study_design_scores_gemma":[0.0001271529,0.00001477392,0.3661437,0.004432465,0.00001358728,6.323789e-7,0.1106538,0.000009734226,0.00001337325,0.000576468,0.5179037,0.0001106199],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5732991,0.04247281,0.000002709489,0.3404824,0.002919311,0.0006570907,0.000001732156,0.00001884572,0.04014606],"genre_scores_gemma":[0.9650365,0.02025453,0.0005081309,0.0008357427,0.0003358498,0.00006062103,0.00002419905,0.00000543447,0.01293904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4917455,"threshold_uncertainty_score":0.8092724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0716310476903167,"score_gpt":0.5150546543017184,"score_spread":0.4434236066114017,"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."}}