{"id":"W918965066","doi":"10.1097/der.0000000000000119","title":"Demographics of US Pediatric Contact Dermatitis Registry Providers","year":2015,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Miami","keywords":"Medicine; Demographics; Family medicine; Quarter (Canadian coin); Allergic contact dermatitis; Allergy; Demography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001570237,0.0002470107,0.0005679484,0.0002905259,0.00006701487,0.00005708304,0.0001781304,0.0001580951,0.0001384877],"category_scores_gemma":[0.0002920772,0.0002331853,0.0002110958,0.0004422853,0.00008816506,0.0003698295,0.00006583658,0.0002422214,0.00006592232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006460281,"about_ca_system_score_gemma":0.0003724005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005485505,"about_ca_topic_score_gemma":0.0001837059,"domain_scores_codex":[0.9980835,0.00006952314,0.0006793916,0.0002337363,0.0005855807,0.0003482961],"domain_scores_gemma":[0.9983322,0.00009716217,0.0003319528,0.0005088025,0.0003687312,0.0003611548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001278288,0.0001600513,0.6930796,0.0008503885,0.0001332018,0.0004496228,0.0009791969,0.000008342148,0.0001241397,0.0009177866,0.2992086,0.004076354],"study_design_scores_gemma":[0.003244295,0.0002793547,0.8357003,0.0002370786,0.0002355366,0.00114168,0.0006607029,0.0003633612,0.001463117,0.0003382441,0.1559768,0.0003595925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722778,0.002988933,0.0005117346,0.006360531,0.000422951,0.0005826541,0.00007728865,0.0001788682,0.01659926],"genre_scores_gemma":[0.9926225,0.001225048,0.001332749,0.004200897,0.0002085945,0.00003478383,0.00008635184,0.00003675509,0.0002523051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1432318,"threshold_uncertainty_score":0.9509019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0193494122494855,"score_gpt":0.2513870437325575,"score_spread":0.232037631483072,"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."}}