{"id":"W3087374975","doi":"10.1097/der.0000000000000601","title":"Weekend Emergency and Outpatient Visits for Atopic Dermatitis in the United States","year":2020,"lang":"en","type":"article","venue":"Dermatitis","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Atopic dermatitis; Emergency department; Dermatology; Family medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003025696,0.0002223591,0.0002241316,0.001420453,0.0006071152,0.0007107757,0.00030792,0.0005215657,0.006526629],"category_scores_gemma":[0.001071112,0.0002002211,0.0004374821,0.001469716,0.0001606529,0.0006475226,0.0006828099,0.0009169172,0.0005470575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007698213,"about_ca_system_score_gemma":0.001263606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04591437,"about_ca_topic_score_gemma":0.09932033,"domain_scores_codex":[0.99941,0.0001293131,0.00009374557,0.00007116772,0.0001344305,0.0001613331],"domain_scores_gemma":[0.9982185,0.000227127,0.0007259329,0.00002615324,0.000206273,0.0005960929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001750123,0.0002914507,0.9010987,0.0006454294,0.0001940536,0.0009291201,0.0005384475,0.0001387172,0.000273831,0.0002233652,0.05287733,0.04261443],"study_design_scores_gemma":[0.00001408765,0.0000524593,0.9916387,0.0003848309,0.00003667226,0.0008263343,0.001329096,0.0000927361,0.00002800077,0.00005009904,0.005537508,0.000009512446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8302996,0.07398656,0.0005753741,0.01541675,0.001408257,0.000282125,0.023771,0.0003346552,0.05392572],"genre_scores_gemma":[0.9410532,0.03759231,0.0005677178,0.004628256,0.001472362,0.0001903646,0.008295237,0.00003732221,0.006163271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04591437,"threshold_uncertainty_score":0.09129423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02094900453920188,"score_gpt":0.2721192343123154,"score_spread":0.2511702297731135,"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."}}