{"id":"W4281718216","doi":"10.1097/der.0000000000000907","title":"Meeting the Needs of Patients With Atopic Dermatitis: A Multidisciplinary Approach","year":2022,"lang":"en","type":"article","venue":"Dermatitis","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Atopic dermatitis; Multidisciplinary approach; Dermatology","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":[0.00008361917,0.0001193197,0.0002448915,0.0001089859,0.0003697126,0.000008414118,0.000159652,0.0000313819,0.0002026588],"category_scores_gemma":[0.00003227884,0.00008106051,0.00007650353,0.0003225173,0.0001493257,0.00008040559,0.0001669666,0.0001913921,0.000007881627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002764199,"about_ca_system_score_gemma":0.00006660177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001767931,"about_ca_topic_score_gemma":0.000001868412,"domain_scores_codex":[0.9989445,0.0001450888,0.0002713701,0.0001055762,0.000343368,0.000190115],"domain_scores_gemma":[0.9993265,0.00009019578,0.000141677,0.000308256,0.00006916139,0.00006425838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001541342,0.0005455312,0.9652629,0.000256587,0.0001148898,0.00004207752,0.003982353,0.0001238344,0.000001666903,0.000244818,0.02881635,0.0005935825],"study_design_scores_gemma":[0.001589408,0.00007383738,0.9871466,0.00004905339,0.0001240415,0.0002388611,0.003357305,0.0009230649,0.00007516245,0.00009176011,0.006224208,0.0001066682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846088,0.000696772,0.000179893,0.001808418,0.00008245988,0.0005067533,0.00007308031,0.00005153024,0.01199233],"genre_scores_gemma":[0.9968906,0.00001014111,0.0005195214,0.002085415,0.00001971587,0.0001077031,0.0002037623,0.00001681916,0.0001463202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02259215,"threshold_uncertainty_score":0.3305552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009128164292758966,"score_gpt":0.2264963761645068,"score_spread":0.2173682118717478,"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."}}