{"id":"W2063312054","doi":"10.1007/s10833-012-9185-2","title":"School district triggers for reconstructing professional knowledge","year":2012,"lang":"en","type":"article","venue":"Journal of Educational Change","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Curriculum; Sociology; Professional development; Narrative; Pedagogy; Public relations; Psychology; Political science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001385208,0.00007217254,0.0001311721,0.0001466275,0.0003657034,0.00002773015,0.0001491968,0.00005814586,0.001007554],"category_scores_gemma":[0.002225892,0.00006175978,0.0001142659,0.0002139552,0.0001058221,0.00053896,0.000009224419,0.0001723034,0.00003423519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003027783,"about_ca_system_score_gemma":0.001042902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002869227,"about_ca_topic_score_gemma":0.00003065856,"domain_scores_codex":[0.9990277,0.0001515358,0.0002741234,0.00006338139,0.0002199024,0.0002632986],"domain_scores_gemma":[0.9980503,0.000869568,0.0003388418,0.0000460337,0.0004214728,0.0002737579],"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":[0.00004714069,0.0009723863,0.4512044,0.00005964088,0.00009849643,7.876571e-8,0.3634886,7.95706e-8,0.00002239888,0.03282527,0.1293504,0.02193107],"study_design_scores_gemma":[0.0003911962,0.00003620139,0.2150415,0.0000963744,0.0000459221,0.0000140699,0.2770214,5.885942e-7,0.00001829803,0.001363467,0.5058186,0.0001523496],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.518843,0.01712544,0.00006538892,0.4143682,0.03105439,0.0008190802,0.00002096685,0.00002073726,0.01768281],"genre_scores_gemma":[0.9775913,0.00007133542,0.00136483,0.0003438751,0.0163566,0.0000628566,0.000004131785,0.000007825332,0.004197196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4587484,"threshold_uncertainty_score":0.9999056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3756457275343135,"score_gpt":0.4973009457509856,"score_spread":0.1216552182166721,"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."}}