{"id":"W2620718100","doi":"","title":"Through a Different Lens: Professional Development that Reframes Diversity as Strength","year":2017,"lang":"en","type":"article","venue":"2017 Conference of the Canadian Society for the Study of Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Diversity (politics); Professional development; Pedagogy; Psychology; Faculty development; Mathematics education; Medical education; Sociology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006714261,0.0009536585,0.0006704045,0.004043597,0.008125808,0.01388029,0.001984156,0.004184801,0.005148719],"category_scores_gemma":[0.008958176,0.000416125,0.0006453017,0.001805477,0.07754897,0.01520426,0.01305562,0.0125728,0.0009251434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007971696,"about_ca_system_score_gemma":0.00953541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0201926,"about_ca_topic_score_gemma":0.02830867,"domain_scores_codex":[0.9911335,0.005814561,0.0002944587,0.0009596536,0.001230313,0.0005675061],"domain_scores_gemma":[0.9933726,0.003323166,0.0005079833,0.0009783686,0.000884924,0.0009329334],"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":[0.00001958053,0.00003294304,0.001430148,0.000186369,0.00001390643,0.0002358541,0.08966021,0.0001649523,0.000430199,0.8746142,0.009296311,0.02391524],"study_design_scores_gemma":[0.00001786101,0.00006742108,0.001551151,0.0008048664,0.00002106712,0.0007621366,0.06020457,0.0003750264,0.0004528711,0.3400451,0.5956522,0.0000457162],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03087168,0.02785134,0.1358546,0.2684548,0.00928618,0.0002340538,0.0001818443,0.000290865,0.5269747],"genre_scores_gemma":[0.809846,0.01549989,0.05643919,0.04109081,0.002994428,0.0004997437,0.00009489056,0.0004620058,0.07307297],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0201926,"threshold_uncertainty_score":0.05783892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3090942819343943,"score_gpt":0.4111099572883639,"score_spread":0.1020156753539696,"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."}}