{"id":"W3129091840","doi":"10.1111/medu.14464","title":"Invoking culture in medical education research: A critical review and metaphor analysis","year":2021,"lang":"en","type":"review","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Metaphor; Agency (philosophy); Sociology; Critical discourse analysis; Field (mathematics); Organizational culture; Epistemology; Pedagogy; Social science; Ideology; Public relations; Linguistics; Law; Political science; Politics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.009268014,0.0005445129,0.003419443,0.002612992,0.0002055103,0.00009197884,0.0005535703,0.001734761,0.00728192],"category_scores_gemma":[0.1381339,0.0004372391,0.000530986,0.01221091,0.0007860546,0.0001810112,0.000257478,0.004653771,0.00008291408],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001121114,"about_ca_system_score_gemma":0.0511831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001793001,"about_ca_topic_score_gemma":0.00008273291,"domain_scores_codex":[0.989898,0.001877172,0.002254502,0.001274858,0.003991836,0.000703649],"domain_scores_gemma":[0.9938584,0.0009707775,0.0004283877,0.001379539,0.002413395,0.0009495061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001829541,0.001530808,0.00005561272,0.04792046,0.0003124656,0.00002240223,0.0002234947,3.141272e-9,1.956504e-8,0.002242468,0.1966146,0.7510758],"study_design_scores_gemma":[0.0001491412,0.00004559963,0.00006184982,0.1426944,0.007241549,0.0005373404,0.0004860683,0.00003469176,8.507212e-8,0.0001322592,0.848321,0.0002960261],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001714756,0.9483231,0.00006747524,0.0468761,0.001153472,0.001532859,0.000004610687,0.00004863775,0.001976655],"genre_scores_gemma":[0.00001799859,0.9601194,0.002247987,0.03020559,0.001313809,0.001821406,0.002872504,0.00006951201,0.001331827],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7507797,"threshold_uncertainty_score":0.999808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1243756438345252,"score_gpt":0.5623545212177485,"score_spread":0.4379788773832233,"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."}}