{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007633871,0.0001675161,0.0002311269,0.0008729412,0.006872856,0.006195688,0.001122448,0.002923394,0.0233445],"category_scores_gemma":[0.01750178,0.0002420066,0.0002869364,0.001114947,0.001615135,0.003467792,0.006599365,0.006220166,0.003060194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006615499,"about_ca_system_score_gemma":0.01639325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01952974,"about_ca_topic_score_gemma":0.06768857,"domain_scores_codex":[0.9928793,0.00204194,0.0002184985,0.0002921943,0.001599865,0.002968161],"domain_scores_gemma":[0.9806786,0.002519515,0.001169079,0.0001729618,0.002031447,0.01342844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003507446,0.0009242168,0.1115656,0.0005010722,0.00003568573,0.0027184,0.06851108,0.0003849835,0.0009684687,0.05157708,0.5800239,0.1824388],"study_design_scores_gemma":[0.0000257631,0.0002929379,0.1005061,0.001040196,0.00001298194,0.001069342,0.3089459,0.0005105852,0.0003779763,0.01223668,0.5748929,0.00008854779],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2464274,0.0036592,0.0005685696,0.6461762,0.00518828,0.00008630405,0.001171065,0.00004466686,0.09667832],"genre_scores_gemma":[0.8564736,0.004628817,0.000898501,0.1086587,0.002014546,0.0001337306,0.001099407,0.00008887554,0.0260039],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0233445,"threshold_uncertainty_score":0.07809508,"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."}}