{"id":"W2000886495","doi":"10.1097/ede.0b013e3182944dd5","title":"Investigations of Gene–Disease Associations","year":2013,"lang":"en","type":"article","venue":"Epidemiology","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Disease; Genotype; Genetic association; Population; Sample size determination; Gene–environment interaction; Sample (material); Environmental health; Biology; Genetics; Statistics; Gene; Medicine; Single-nucleotide polymorphism; Mathematics; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001179213,0.00008586937,0.0002008853,0.00002883136,0.0001050608,0.000001824702,0.0001348374,0.00006904936,0.003526338],"category_scores_gemma":[0.00670675,0.00008390861,0.0000511973,0.0001205565,0.0003565959,0.000148973,0.00008146642,0.0001279825,0.002497178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000131097,"about_ca_system_score_gemma":0.00001809365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001339837,"about_ca_topic_score_gemma":0.00003971654,"domain_scores_codex":[0.9981865,0.0007279367,0.0003876587,0.0003022363,0.00008886561,0.0003068198],"domain_scores_gemma":[0.9978049,0.001421805,0.0002153299,0.0002842454,0.00000726104,0.0002664463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[5.177367e-7,0.00003538757,0.9855402,0.000002688058,0.000006680754,2.634139e-7,0.0001023673,0.001438122,0.002070899,0.001421012,0.006239107,0.003142725],"study_design_scores_gemma":[0.00007766885,0.00001493816,0.9525923,0.000002945569,0.000009464414,3.872693e-7,0.0000170005,0.002775744,0.0001639151,0.04063296,0.003638515,0.00007418443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609298,0.00005845723,0.009643659,0.01344348,0.00009451305,0.0004315382,0.00003302869,0.00003892719,0.01532663],"genre_scores_gemma":[0.9746448,0.00003029745,0.0173811,0.007335008,0.00004634994,0.0001010404,0.00004233441,0.00001126343,0.0004078139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03921195,"threshold_uncertainty_score":0.9982795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06297084745873358,"score_gpt":0.3142045623531242,"score_spread":0.2512337148943906,"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."}}