{"id":"W3197141549","doi":"10.1111/medu.14659","title":"Thinking about social power and hierarchy in medical education","year":2021,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Conceptualization; Hierarchy; Agency (philosophy); Power (physics); Psychology; Possession (linguistics); Construct (python library); Social psychology; Sociology; Social science; Political science; Computer science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001577787,0.0001770201,0.0003177229,0.0003565908,0.0001868005,0.00005335245,0.0001842211,0.0005199648,0.005928955],"category_scores_gemma":[0.01675756,0.000172907,0.00005685513,0.001147107,0.0002955961,0.0001664756,0.00009495432,0.001008012,0.0000503217],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003601727,"about_ca_system_score_gemma":0.0202706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008356963,"about_ca_topic_score_gemma":0.00005202105,"domain_scores_codex":[0.9964068,0.0001668393,0.0006635647,0.0004614673,0.001963783,0.0003375594],"domain_scores_gemma":[0.9987112,0.0000878297,0.0001169441,0.0002862417,0.0005384485,0.0002593015],"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":[0.00003615343,0.003238838,0.03731431,0.0002572004,0.00002745915,0.00003349501,0.005347307,5.577051e-8,0.00007539283,0.03164047,0.1473943,0.774635],"study_design_scores_gemma":[0.002329684,0.0001080525,0.641444,0.002371094,0.00008390828,0.001061337,0.007214846,0.0007454674,0.0001868776,0.009292219,0.3347005,0.0004619965],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7709908,0.001513612,0.0002593399,0.2080981,0.002894209,0.0002942626,6.803977e-7,0.00006676972,0.01588221],"genre_scores_gemma":[0.8892577,0.0003397201,0.00376768,0.1023726,0.001763045,0.0001855493,0.0004222771,0.00003906595,0.001852463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.774173,"threshold_uncertainty_score":0.9949797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007681154321989026,"score_gpt":0.3623404966434696,"score_spread":0.3546593423214806,"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."}}