{"id":"W3036809488","doi":"10.1016/j.jaad.2020.06.050","title":"International collaboration and rapid harmonization across dermatologic COVID-19 registries","year":2020,"lang":"en","type":"letter","venue":"Journal of the American Academy of Dermatology","topic":"Dermatological and COVID-19 studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre; Hospital for Sick Children","funders":"Department of Medicine, University of Toronto; Janssen Biotech; Medical Research Council; King's University College; Wake Forest School of Medicine; Hospital for Sick Children; University of North Carolina at Chapel Hill; Manchester Biomedical Research Centre; Société Française de Dermatologie et de Pathologie Sexuellement Transmissible; Trinity College Dublin; Children's Hospital of Philadelphia; King's College London; Amsterdam University Medical Centers; Psoriasis Association; Cardiff University; Henry Ford Health System; Guy's and St Thomas' NHS Foundation Trust; Noda Institute for Scientific Research; University of Toronto; European Society for Dermatological Research; Saint Louis University; AbbVie; University of California, San Francisco; National Institute for Health and Care Research; Massachusetts General Hospital; National Institute of Arthritis and Musculoskeletal and Skin Diseases; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research; Sunnybrook Research Institute; American Academy of Dermatology","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Harmonization; Betacoronavirus; MEDLINE; Coronavirus Infections; Pandemic; Virology; Internal medicine; Outbreak; Infectious disease (medical specialty)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001323704,0.0003434611,0.00167069,0.0001917276,0.0002025971,0.00003915569,0.0006417461,0.0004313621,0.00002868203],"category_scores_gemma":[0.002202443,0.000217898,0.0003073399,0.0006025399,0.00221721,0.0001433402,0.0003460476,0.001983227,0.000005147846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001372318,"about_ca_system_score_gemma":0.0003768531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007304443,"about_ca_topic_score_gemma":5.371129e-7,"domain_scores_codex":[0.997011,0.0004521823,0.001258772,0.0003047535,0.0006454877,0.0003278184],"domain_scores_gemma":[0.9948549,0.0006036245,0.00391335,0.0001569818,0.0002882246,0.0001828796],"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":[0.0004411333,0.00003765134,0.02239083,0.0004665991,0.0005789374,0.001105836,0.0004920832,0.000004042453,0.0002433067,0.00006210869,0.973313,0.0008644174],"study_design_scores_gemma":[0.001175042,0.0001445939,0.003050766,0.00009836889,0.0003580127,0.02872747,0.0007966303,0.0000493657,0.0008683188,0.0008395318,0.9636995,0.0001923901],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01685428,0.002024268,0.0004134309,0.9797858,0.0003672307,0.0002759433,0.00008615628,0.00003155027,0.0001613335],"genre_scores_gemma":[0.1847207,0.00468927,0.0005603654,0.8092899,0.0005881621,0.000008393416,0.00002266071,0.00002386788,0.00009659437],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1704959,"threshold_uncertainty_score":0.8885623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04373499990119655,"score_gpt":0.359161128333656,"score_spread":0.3154261284324594,"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."}}