{"id":"W3013734161","doi":"10.1097/der.0000000000000592","title":"Severe Adult Atopic Dermatitis: Clinical Challenges","year":2020,"lang":"en","type":"article","venue":"Dermatitis","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Atopic dermatitis; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005158219,0.0001720207,0.0004602462,0.00003767289,0.00007888558,0.00001806973,0.0001366162,0.0001905463,0.0006879955],"category_scores_gemma":[0.0004515066,0.0001596331,0.0001976454,0.00009837752,0.0001314184,0.0001523115,0.00006119449,0.0002743409,0.001546805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001126973,"about_ca_system_score_gemma":0.00009100587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004875986,"about_ca_topic_score_gemma":0.00001103302,"domain_scores_codex":[0.998613,0.0001329664,0.0004902373,0.0002865691,0.0002172111,0.0002599981],"domain_scores_gemma":[0.9989554,0.0001368237,0.00009129883,0.0002797139,0.0001131621,0.0004236186],"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":[0.00001110691,0.0001626409,0.240576,0.0007271245,0.0001821653,0.001521787,0.0009450754,7.801229e-7,0.000001461424,0.001854229,0.7273071,0.02671047],"study_design_scores_gemma":[0.001783389,0.00007555461,0.7860887,0.000144131,0.0001221665,0.001147034,0.0003069495,0.0003328778,0.0001026688,0.0004617091,0.2092344,0.000200411],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4294586,0.01442615,0.0003400756,0.4434004,0.0007641543,0.0007487457,0.00008251179,0.0007789828,0.1100003],"genre_scores_gemma":[0.8915654,0.00362201,0.0005145569,0.1037392,0.0003338204,0.0000250032,0.00005107771,0.00002086552,0.0001280873],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5455126,"threshold_uncertainty_score":0.9992306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04108092770891591,"score_gpt":0.3077442349152633,"score_spread":0.2666633072063474,"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."}}