{"id":"W4402552407","doi":"10.2196/50396","title":"Gender Representation in Authorship of Academic Dermatology Publications During the COVID-19 Pandemic: Cross-Sectional Study","year":2024,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Coronavirus disease 2019 (COVID-19); Pandemic; Cross-sectional study; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Family medicine; Virology; Computer science; Pathology; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00116207,0.00008300746,0.0001761924,0.0003287541,0.0004354145,0.00006891842,0.000553168,0.0002979216,0.0003069089],"category_scores_gemma":[0.0007645062,0.00007089532,0.00005671389,0.0008479324,0.0007619013,0.0002695821,0.0001256876,0.0005729187,0.00004065561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001772481,"about_ca_system_score_gemma":0.0004245107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007816097,"about_ca_topic_score_gemma":0.001718376,"domain_scores_codex":[0.9976976,0.0008478895,0.0004043272,0.0002941642,0.0004635424,0.0002924965],"domain_scores_gemma":[0.9987602,0.0007528571,0.00009131926,0.0001883574,0.00008642058,0.0001208972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001815069,0.00004404956,0.9342442,0.00006059239,0.00002744161,0.00005558033,0.03676653,0.00002292475,0.00003661413,0.02694982,0.001732689,0.00004144858],"study_design_scores_gemma":[0.0004475489,0.000007489526,0.9527155,0.000004794552,0.0000154901,0.0004880129,0.02254583,0.00004649271,0.00001393938,0.006837117,0.01679993,0.00007790087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834551,0.0003452114,0.0001342928,0.01200409,0.000511206,0.0005583787,0.000008487952,0.0001436234,0.00283956],"genre_scores_gemma":[0.9985378,0.00006718209,0.000007316404,0.0005531853,0.00009062947,0.0001299149,0.00001288599,0.000005789289,0.0005953066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0201127,"threshold_uncertainty_score":0.3360438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1968527204426795,"score_gpt":0.4715889534249881,"score_spread":0.2747362329823086,"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."}}