{"id":"W4402935516","doi":"10.1111/pde.15757","title":"Dermatologic Conditions in Down Syndrome: A Multi‐Site Retrospective Review of International Classification of Diseases Codes","year":2024,"lang":"en","type":"article","venue":"Pediatric Dermatology","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"Pediatric Dermatology Research Alliance","keywords":"Medicine; Eczematous dermatitis; Seborrheic dermatitis; Dermatology; Folliculitis; Psoriasis; Alopecia areata; Retrospective cohort study; Population; Atopic dermatitis; Outpatient clinic; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009683202,0.0001676609,0.0007464049,0.0006422282,0.00002713189,0.000005820695,0.0001547869,0.0001582454,0.0003630848],"category_scores_gemma":[0.0006444967,0.0001491834,0.0001974028,0.0007047345,0.0002566779,0.0001400605,0.00005467474,0.0002119509,0.00007908915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005854269,"about_ca_system_score_gemma":0.0002586032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001008449,"about_ca_topic_score_gemma":0.000005444937,"domain_scores_codex":[0.9982924,0.0001508211,0.0008015566,0.0003247736,0.0002222302,0.0002081433],"domain_scores_gemma":[0.9988712,0.0003355827,0.0002252153,0.0002640294,0.0002105085,0.00009345497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003956874,0.0004545751,0.9622616,0.009576603,0.0001037284,0.001279357,0.00006300135,8.015371e-7,0.00005433871,0.001772137,0.0243395,0.0000547838],"study_design_scores_gemma":[0.0008005783,0.00002712539,0.9886888,0.001502697,0.0005978283,0.006049754,0.00004576666,0.0007637673,0.00008963489,0.0005400499,0.0007654848,0.0001285688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8177871,0.1724241,0.0002617886,0.005787655,0.0006166603,0.0007170088,0.0006694588,0.0001435387,0.001592695],"genre_scores_gemma":[0.9691355,0.02955092,0.0001840202,0.0004296919,0.00002764527,0.0001093316,0.0004977036,0.00001381229,0.00005140963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1513484,"threshold_uncertainty_score":0.6083522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01502042891903004,"score_gpt":0.3168781500888614,"score_spread":0.3018577211698314,"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."}}