{"id":"W4223599235","doi":"10.1080/13540602.2022.2062716","title":"The coalition model for professional development","year":2022,"lang":"en","type":"article","venue":"Teachers and Teaching","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Queen's University","funders":"","keywords":"Professional development; Qualitative research; Work (physics); Sociology; Pedagogy; Field (mathematics); Public relations; Medical education; Psychology; Political science; Engineering; Medicine; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004326762,0.00003259424,0.00003101175,0.0000174086,0.008288405,0.00006689613,0.00007824292,0.00001304573,0.00004820419],"category_scores_gemma":[0.0003473031,0.00002517519,0.00001087211,0.00002378123,0.00005015661,0.000074969,0.00003232001,0.0002944222,8.268733e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008455096,"about_ca_system_score_gemma":0.0002404696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000119416,"about_ca_topic_score_gemma":0.00006802195,"domain_scores_codex":[0.999173,0.0003870894,0.00007753897,0.00008140258,0.0001610953,0.0001198804],"domain_scores_gemma":[0.9995595,0.0002932606,0.00007059051,0.00003247916,0.00002161789,0.00002260602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000129843,0.00005125771,0.001142141,0.000001989722,0.000009440271,4.832851e-8,0.3946869,0.00009060705,0.00001782851,0.4913951,0.01588744,0.09670427],"study_design_scores_gemma":[0.00007281653,0.000006441188,0.0006915377,0.000001816151,0.00000201304,1.779927e-7,0.1036643,0.002513917,0.000001034273,0.0012149,0.8917897,0.00004140708],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8707065,0.0001987086,0.01255103,0.05259369,0.001734676,0.0006498611,0.000003275032,0.0001188064,0.06144348],"genre_scores_gemma":[0.9290485,0.000001848189,0.002248593,0.0004064895,0.00008006538,0.0001256469,0.000006846114,0.000003947704,0.06807811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8759022,"threshold_uncertainty_score":0.9930027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1222015997450532,"score_gpt":0.4387854056131469,"score_spread":0.3165838058680936,"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."}}