{"id":"W4391474529","doi":"10.61403/2689-6443.1295","title":"Addressing Bias in SLP Problem-Based Tutorials through Critical Reflexivity, Curriculum Development and Instructor Training","year":2024,"lang":"en","type":"article","venue":"Teaching and Learning in Communication Sciences & Disorders","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Reflexivity; Curriculum; Training (meteorology); Computer science; Mathematics education; Psychology; Medical education; Pedagogy; Sociology; Medicine; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.003480733,0.0001086071,0.0001342146,0.00008455593,0.001313485,0.0003896288,0.0002179664,0.00004719002,0.00001568172],"category_scores_gemma":[0.001334948,0.00005760487,0.00001531533,0.0006784849,0.0004419633,0.0004634917,0.0001367432,0.0005829447,0.0000020505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004616071,"about_ca_system_score_gemma":0.00007276798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001453381,"about_ca_topic_score_gemma":0.001698292,"domain_scores_codex":[0.9983688,0.0006266739,0.0002836844,0.0002985098,0.0002158846,0.0002064215],"domain_scores_gemma":[0.9976934,0.002148514,0.00005747955,0.00004491396,0.00002940549,0.00002627016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000007815505,0.0001996612,0.1231336,0.00007066615,0.000008491119,8.754216e-7,0.06859603,0.000853341,0.0008858411,0.07629769,0.00009462151,0.7298514],"study_design_scores_gemma":[0.0005539478,0.0003058171,0.4006746,0.003231262,0.00002007441,0.000009619454,0.2883362,0.01826245,0.00004891369,0.03185684,0.2555845,0.001115713],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845297,0.001432079,0.00003509192,0.009945809,0.0001158926,0.0001065124,0.000001055884,0.00008060646,0.003753193],"genre_scores_gemma":[0.9822211,0.00008765956,0.01748802,0.0001047827,0.00002807932,0.00002262025,0.00001339399,0.000001176529,0.00003315369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7287357,"threshold_uncertainty_score":0.9999866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2969708673999083,"score_gpt":0.4274750034842391,"score_spread":0.1305041360843308,"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."}}