{"id":"W2973096175","doi":"10.1097/der.0000000000000520","title":"Real-World Outpatient Prescription Patterns for Atopic Dermatitis in the United States","year":2019,"lang":"en","type":"article","venue":"Dermatitis","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Atopic dermatitis; Medical prescription; Dermatology; Family medicine; Pharmacology","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":[0.00009580546,0.0001297669,0.0002291146,0.0002235467,0.00006367431,0.00003040304,0.0001215277,0.00006760211,0.0002239201],"category_scores_gemma":[0.0000421496,0.00009699567,0.00008177711,0.0002149355,0.00003493657,0.0001271922,0.00002155989,0.0001318727,0.0001127597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005192611,"about_ca_system_score_gemma":0.00003071423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008158087,"about_ca_topic_score_gemma":0.0007693563,"domain_scores_codex":[0.998975,0.000121807,0.0003159878,0.0001607649,0.0001827706,0.0002436319],"domain_scores_gemma":[0.9992696,0.0002082364,0.0000815105,0.0003148228,0.00006821412,0.00005758462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009438595,0.0001398183,0.8769659,0.0004854086,0.00003039342,0.00005868491,0.002096329,0.00002765258,0.000003543237,0.0007797753,0.1187728,0.0006301926],"study_design_scores_gemma":[0.001362106,0.00005843165,0.8922213,0.0001987643,0.00004670813,0.00006890618,0.0006437985,0.002444034,0.0001688803,0.0006159556,0.1020658,0.0001053121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871227,0.0001268556,0.0002449876,0.008413889,0.0002551383,0.001194992,0.0001131696,0.00005566217,0.00247258],"genre_scores_gemma":[0.9819834,0.0002533309,0.0001053039,0.01540898,0.00003904317,0.0002150143,0.001337037,0.0000151855,0.000642727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01670699,"threshold_uncertainty_score":0.3955368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01700089408279433,"score_gpt":0.2722561839430351,"score_spread":0.2552552898602408,"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."}}