{"id":"W7002348857","doi":"","title":"Neutrality Always Benefits the Oppressor: The Need to Rupture the Normalized Structure of Teacher Education Programs to Diversify the Workforce","year":2022,"lang":"en","type":"article","venue":"Scholars Commons (Wilfrid Laurier University)","topic":"Nuclear Structure and Function","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teacher education; Disadvantaged; Workforce; Diversification (marketing strategy); Privilege (computing); Neutrality; Socioeconomic status; Higher education; Education policy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009829485,0.0003112443,0.00045785,0.000663237,0.02813973,0.01175115,0.001671626,0.002884408,0.004889552],"category_scores_gemma":[0.01373257,0.0003128227,0.0002757052,0.0006635205,0.05550238,0.0106362,0.01283,0.007851602,0.0005333336],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03264367,"about_ca_system_score_gemma":0.07389567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2655899,"about_ca_topic_score_gemma":0.3736863,"domain_scores_codex":[0.989838,0.004351113,0.0001740154,0.0006308258,0.002046574,0.00295946],"domain_scores_gemma":[0.9930471,0.001201326,0.0006289806,0.0006625631,0.001160693,0.003299335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000852423,0.00009589097,0.009721145,0.000129028,0.0000201414,0.001164091,0.5878415,0.0002122004,0.003332591,0.3226299,0.02493623,0.04983206],"study_design_scores_gemma":[0.00002015002,0.0001263194,0.008294024,0.0003543182,0.00001487331,0.000467399,0.5285419,0.0002219866,0.000887291,0.05142812,0.4095728,0.00007079412],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4398382,0.003190466,0.0122469,0.395437,0.00141452,0.0001110759,0.00005056869,0.0001956727,0.1475156],"genre_scores_gemma":[0.967213,0.0008316838,0.001499853,0.01563273,0.0001366861,0.00003463581,0.00001300252,0.0000747025,0.01456378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9673563,"threshold_uncertainty_score":0.528088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01105604137259454,"score_gpt":0.2160387644413334,"score_spread":0.2049827230687389,"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."}}