{"id":"W208186090","doi":"","title":"Well Facilitated Shoptalk as Democratic Professional Development for Teachers of English Language Learners","year":2007,"lang":"en","type":"article","venue":"Forum on public policy","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Virtue; Democracy; Control (management); Sociology; Professional development; Pedagogy; Epistemology; Law; Political science; Management; Philosophy; Economics; Politics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001541389,0.0001283352,0.000164818,0.0003095792,0.0003681554,0.00003236838,0.0002466332,0.0001214486,0.0001976944],"category_scores_gemma":[0.004698724,0.0001159022,0.0000801413,0.0004722364,0.0002628777,0.0001563564,0.00003046673,0.0001687029,0.00005397488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003348443,"about_ca_system_score_gemma":0.001601627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001089382,"about_ca_topic_score_gemma":0.002194218,"domain_scores_codex":[0.9983277,0.0001267752,0.0002909058,0.0002024952,0.0003944201,0.0006576983],"domain_scores_gemma":[0.9990203,0.0003054873,0.0001211801,0.0001293654,0.0002063145,0.0002173335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002866731,0.0002775303,0.007535755,0.00002218634,0.0000563064,3.098872e-7,0.8926729,8.436664e-7,0.00002560789,0.03532251,0.03525,0.02880738],"study_design_scores_gemma":[0.0002797645,0.00004010545,0.003786849,0.00001239769,0.000003076694,6.599448e-8,0.5543669,7.893557e-7,0.0002023078,0.0002542454,0.4409474,0.0001060607],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8047193,0.0001195916,0.0001022345,0.07408739,0.001180057,0.0007157008,0.00001199915,0.0001951404,0.1188686],"genre_scores_gemma":[0.9380256,0.00000248542,0.0003574897,0.001398047,0.0003640036,0.00005274909,0.00002551512,0.00001267365,0.05976147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4056974,"threshold_uncertainty_score":0.5625151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06952738473414442,"score_gpt":0.4019400199609222,"score_spread":0.3324126352267778,"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."}}