{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009295686,0.0006747761,0.0003487916,0.003073741,0.007711963,0.01098448,0.00240297,0.003711188,0.01573747],"category_scores_gemma":[0.0110147,0.0003930465,0.0007868722,0.002802951,0.01896941,0.007182218,0.009313576,0.003481055,0.003761809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02001875,"about_ca_system_score_gemma":0.03753589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03940858,"about_ca_topic_score_gemma":0.04569013,"domain_scores_codex":[0.9889287,0.006466838,0.0004087304,0.001114737,0.001955446,0.001125474],"domain_scores_gemma":[0.9926784,0.001976672,0.0005954542,0.0009873584,0.001501523,0.002260506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000005497596,0.00001442166,0.0003529407,0.00004834271,0.000005066719,0.00006594892,0.003126292,0.0005126921,0.00003497757,0.9780531,0.006532191,0.01124847],"study_design_scores_gemma":[0.00002392571,0.00002665504,0.0003655088,0.0002261948,0.000008365765,0.000246099,0.002615899,0.002059869,0.00007432165,0.5368624,0.4574727,0.00001808],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007072999,0.002554392,0.1226701,0.03721091,0.0006571019,0.0004903188,0.0001665237,0.0003192191,0.8288585],"genre_scores_gemma":[0.6480307,0.004366883,0.150106,0.004787764,0.0003401761,0.001976041,0.0004122354,0.0002762976,0.1897038],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03940858,"threshold_uncertainty_score":0.1452468,"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."}}