{"id":"W4224758978","doi":"10.21203/rs.3.rs-1587917/v1","title":"Validation of Medical Service Insurance Claims as a Surrogate for Ascertaining Vitiligo Cases","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"melanin and skin pigmentation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Vitiligo; Medicine; Diagnosis code; Epidemiology; Cohort; Medical record; Chart; Family medicine; Dermatology; Internal medicine; Population; Environmental health; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06275441,0.0006725746,0.0005978275,0.002688562,0.0009069756,0.003237632,0.002343683,0.001127371,0.00105595],"category_scores_gemma":[0.1481264,0.0004308603,0.00128077,0.002331257,0.001893151,0.0008876971,0.002238605,0.001090128,0.0004080451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002708477,"about_ca_system_score_gemma":0.004424179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02220923,"about_ca_topic_score_gemma":0.017542,"domain_scores_codex":[0.9463301,0.03084152,0.004554367,0.004238819,0.01263708,0.001397968],"domain_scores_gemma":[0.8380114,0.08723129,0.03331415,0.01858194,0.02136262,0.001498643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002262885,0.00004733928,0.9929618,0.00006318441,0.0001869764,0.00001885531,0.000241012,0.001108126,0.0003458509,0.0002326067,0.0001594799,0.004408563],"study_design_scores_gemma":[0.00008872648,0.0005947066,0.9547512,0.0002755391,0.0003261725,0.0003524471,0.0003787573,0.03651779,0.004121636,0.0004871332,0.002072733,0.00003323761],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766318,0.0005878098,0.01418481,0.000314697,0.00004585035,0.0006631418,0.002182639,0.00007656975,0.005312661],"genre_scores_gemma":[0.9917224,0.0000692512,0.006494273,0.0000749803,0.00001816923,0.0001717174,0.001238112,0.00001073995,0.0002003403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06275441,"threshold_uncertainty_score":0.331881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09018852941528625,"score_gpt":0.4561457177749764,"score_spread":0.3659571883596902,"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."}}