{"id":"W4411858321","doi":"10.1007/978-3-031-86177-2_11","title":"Atopic Dermatitis","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Atopic dermatitis; Dermatology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001345049,0.000657885,0.0004998463,0.0008266545,0.0006753584,0.001277787,0.0005499243,0.0008075963,0.1288613],"category_scores_gemma":[0.0003519085,0.0002414956,0.0003555282,0.000514263,0.0002850498,0.0008127239,0.000876699,0.001527903,0.0679715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003662651,"about_ca_system_score_gemma":0.000397254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001364133,"about_ca_topic_score_gemma":0.005972582,"domain_scores_codex":[0.9998996,0.00001441201,0.000004032562,0.00001688998,0.00004952859,0.00001537943],"domain_scores_gemma":[0.9999366,0.00001951594,0.000003798776,0.000009448874,0.00001905684,0.0000115687],"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":[0.00003001246,0.0001189764,0.0002599487,0.0003315885,0.000007813801,0.0004311209,0.0001506298,0.0001358535,0.001224391,0.0158639,0.6174684,0.3639773],"study_design_scores_gemma":[0.000003266982,0.00001577723,0.0003719866,0.000144262,0.000003998544,0.0008053656,0.00003478416,0.00003424606,0.0001303469,0.002037188,0.9964163,0.000002352042],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007092209,0.03908369,0.001161153,0.001409147,0.002636703,0.00006057336,0.0001850383,0.000179825,0.9545747],"genre_scores_gemma":[0.001717774,0.01126665,0.0004114172,0.0009412803,0.000417119,0.00001888751,0.0001136918,0.00002226312,0.9850909],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1288613,"threshold_uncertainty_score":0.4310841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01235133469466674,"score_gpt":0.2548880532419323,"score_spread":0.2425367185472656,"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."}}