{"id":"W4406872971","doi":"10.1067/j.cpradiol.2025.01.007","title":"A retrospective analysis of medical student authorship in highest impact radiology journal publications","year":2025,"lang":"en","type":"article","venue":"Current Problems in Diagnostic Radiology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of Guelph; University of Toronto","funders":"Michael Smith Health Research BC","keywords":"Medicine; Radiology; Retrospective cohort study; Medical physics; Medical education; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004230203,0.00033261,0.0005523944,0.0130752,0.00141211,0.002741294,0.0007028549,0.0007851697,0.004509615],"category_scores_gemma":[0.02701697,0.0004498419,0.0007977407,0.01386958,0.0008390844,0.001574551,0.001784874,0.0006036075,0.00136923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008388142,"about_ca_system_score_gemma":0.002216438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001829863,"about_ca_topic_score_gemma":0.001995386,"domain_scores_codex":[0.9897465,0.002414004,0.003300552,0.001247705,0.00202747,0.001263793],"domain_scores_gemma":[0.9027112,0.02715838,0.03773383,0.006403735,0.01528964,0.01070327],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000119994,0.00004067116,0.9973532,0.00003919526,0.00003592423,0.0001493157,0.0002863841,0.00001028874,0.0001020603,0.0000379891,0.0002152087,0.001609726],"study_design_scores_gemma":[0.0000156653,0.000210199,0.9941617,0.00006484091,0.00006471131,0.001258426,0.002294353,0.0000875009,0.0002173881,0.00006207507,0.001549582,0.00001371279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956189,0.0009707464,0.0001596782,0.0001135242,0.00003958013,0.00003572127,0.001716644,0.00001425831,0.001331012],"genre_scores_gemma":[0.9974137,0.0003763532,0.0001753573,0.00006268223,0.0000745604,0.00003748371,0.001302846,0.00001425353,0.000542803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9992148,"threshold_uncertainty_score":0.02237171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04197404246864999,"score_gpt":0.4195383474214573,"score_spread":0.3775643049528074,"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."}}