{"id":"W3048553026","doi":"10.1111/medu.14348","title":"The applicability of generalisability and bias to health professions education's research","year":2020,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Rigour; Engineering ethics; Context (archaeology); Epistemology; Diversity (politics); Reflexivity; Sociology; Meaning (existential); Subjectivism; Psychology; Management science; Social science; Engineering","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.8288503,0.003056657,0.008602651,0.01893317,0.01034451,0.02078298,0.01135604,0.02093256,0.003831717],"category_scores_gemma":[0.8972727,0.003087893,0.008079723,0.0118656,0.1297509,0.03127309,0.0300888,0.02289607,0.00128138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02389432,"about_ca_system_score_gemma":0.04036141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006379806,"about_ca_topic_score_gemma":0.003713177,"domain_scores_codex":[0.07202557,0.7709907,0.05165281,0.02701959,0.07543402,0.002877349],"domain_scores_gemma":[0.03730055,0.8231889,0.04028716,0.07018243,0.02757912,0.001461799],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009703166,0.0003236251,0.02183575,0.01816436,0.0049801,0.0009455118,0.06612285,0.004111446,0.001015898,0.7494413,0.007764125,0.1243247],"study_design_scores_gemma":[0.0005762635,0.0005745622,0.005203839,0.0175081,0.0008608124,0.0009179779,0.008657373,0.007658897,0.002032403,0.9270136,0.0286406,0.0003556843],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03070078,0.02939612,0.7506745,0.1234091,0.009650473,0.01305458,0.0006447987,0.0007544564,0.04171523],"genre_scores_gemma":[0.6332778,0.004043315,0.2990393,0.03442669,0.003101385,0.0240681,0.0002491611,0.0003235711,0.00147056],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1711497,"threshold_uncertainty_score":0.2110581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1219424411601487,"score_gpt":0.5158278024962588,"score_spread":0.3938853613361101,"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."}}