{"id":"W1500980815","doi":"10.1111/medu.12729","title":"Nationwide study of publication misrepresentation in applicants to residency","year":2015,"lang":"en","type":"article","venue":"Medical Education","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; McGill University; University of Ottawa","funders":"","keywords":"Misrepresentation; Subspecialty; Medicine; Family medicine; Medical education; Audience measurement; Descriptive statistics; Psychology; Political science; Law; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002502073,0.00003556842,0.00008001707,0.000196741,0.00005451143,0.00002119063,0.0002972355,0.00005713839,0.0002800409],"category_scores_gemma":[0.009194016,0.00003695929,0.000008692685,0.0007840485,0.00006173563,0.0001760508,0.00003391514,0.00007247134,0.00003824459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001256979,"about_ca_system_score_gemma":0.00203361,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01891165,"about_ca_topic_score_gemma":0.01412909,"domain_scores_codex":[0.9978141,0.0002005215,0.0002043863,0.0001406258,0.001537385,0.0001029913],"domain_scores_gemma":[0.9990636,0.00006618042,0.00006364714,0.0001215428,0.0004667771,0.0002182345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004104568,0.002353861,0.4813257,0.00001292712,0.000006842204,0.000001305949,0.2070408,0.00001258657,0.00001210243,0.009315697,0.18616,0.1137173],"study_design_scores_gemma":[0.001279326,0.0002388712,0.3893622,0.00007670301,0.00001833837,4.788111e-7,0.5494956,0.00005043906,0.00004164808,0.004526556,0.05477969,0.0001301559],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9308102,0.000024501,0.0001456301,0.04016841,0.0004950104,0.0005305598,4.18995e-7,0.00001916432,0.02780608],"genre_scores_gemma":[0.9969135,0.000007067254,0.0001068406,0.001645411,0.0001818556,0.00006094449,0.00001397697,0.000002266849,0.001068156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3424549,"threshold_uncertainty_score":0.9991519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0536399824372012,"score_gpt":0.4245263229358188,"score_spread":0.3708863404986176,"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."}}