{"id":"W4385318549","doi":"10.2196/48636","title":"The Australian Genetic Heart Disease Registry: Protocol for a Data Linkage Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Genetic Associations and Epidemiology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; NSW Ministry of Health; National Health and Medical Research Council; National Heart Foundation of Australia","keywords":"Linkage (software); Protocol (science); Record linkage; Disease; Medicine; Computer science; Population; Genetics; Alternative medicine; Biology; Environmental health; Internal medicine; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06291334,0.001703248,0.003052928,0.005143558,0.00357471,0.002892305,0.003796735,0.00225404,0.0506304],"category_scores_gemma":[0.07117044,0.002401676,0.00202317,0.008589963,0.001342348,0.002412214,0.003551727,0.00402989,0.01112206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004767537,"about_ca_system_score_gemma":0.02029809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02090564,"about_ca_topic_score_gemma":0.02471401,"domain_scores_codex":[0.9506543,0.03061059,0.01048237,0.002960159,0.003799936,0.001492592],"domain_scores_gemma":[0.9371426,0.01391412,0.00761015,0.01509781,0.02315636,0.003078989],"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":[0.01797321,0.003587782,0.04653827,0.03143536,0.001575932,0.001400727,0.008223448,0.004270527,0.002837092,0.01834228,0.7554708,0.1083447],"study_design_scores_gemma":[0.01956342,0.002759838,0.2042397,0.0114515,0.001021337,0.0009793853,0.002813945,0.007036355,0.002115391,0.01069669,0.7367107,0.0006117281],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00754039,0.0005262558,0.01962423,0.0008677074,0.0004331252,0.8415557,0.1160041,0.0005029844,0.01294543],"genre_scores_gemma":[0.007571198,0.0002872244,0.01951758,0.0005632511,0.00006205877,0.9455175,0.02429412,0.00007144671,0.002115566],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06291334,"threshold_uncertainty_score":0.3327215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4374747419818075,"score_gpt":0.6044209616680816,"score_spread":0.1669462196862741,"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."}}