{"id":"W4319215919","doi":"10.12788/cutis.0688","title":"Insights From the 2020-2021 Dermatology Residency Match","year":2022,"lang":"en","type":"article","venue":"Cutis","topic":"Medicine and Dermatology Studies History","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bausch Health (Canada)","funders":"","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Pandemic; Dermatology; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Family medicine; MEDLINE; Virology; Pathology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004681735,0.0001193519,0.0003429313,0.00004381445,0.0005497261,0.0000028422,0.0001743142,0.00005579117,0.001590452],"category_scores_gemma":[0.0000927458,0.00008305447,0.00007574625,0.000212889,0.0002075759,0.00002375946,0.0002311278,0.0004364292,0.000320373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000800412,"about_ca_system_score_gemma":0.0001866713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000175876,"about_ca_topic_score_gemma":0.00005916755,"domain_scores_codex":[0.9988551,0.0001793783,0.000254878,0.0002550201,0.0002624257,0.0001931777],"domain_scores_gemma":[0.9990386,0.0002745836,0.00007317001,0.0004966421,0.00003783348,0.00007914261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005696204,0.0000442574,0.01160348,0.00001129897,0.0001030297,0.002080971,0.001669345,3.459849e-7,0.0002788634,0.001093394,0.982617,0.0004410684],"study_design_scores_gemma":[0.001018627,0.00008512673,0.02808602,0.00001828942,0.0001653939,0.00102136,0.003685425,0.00002491284,0.0001405016,0.001828633,0.9638199,0.0001058599],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6293586,0.06770283,0.000082327,0.1309778,0.002846668,0.0005430134,0.00002912612,0.000117738,0.1683419],"genre_scores_gemma":[0.933817,0.0005545118,0.0001838575,0.06046636,0.0005102745,0.0001417601,0.0000955147,0.00002473468,0.004205944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3044584,"threshold_uncertainty_score":0.9993222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439185913708029,"score_gpt":0.2511982398825874,"score_spread":0.2368063807455071,"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."}}