{"id":"W2560379484","doi":"10.1016/j.envint.2016.11.030","title":"Quantitative bias analysis for epidemiological associations of perfluoroalkyl substance serum concentrations and early onset of menopause","year":2016,"lang":"en","type":"article","venue":"Environment International","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"American Chemistry Council; 3M","keywords":"Perfluorooctane; Menopause; Epidemiology; Population; Medicine; Odds ratio; Physiologically based pharmacokinetic modelling; Physiology; Demography; Internal medicine; Pharmacokinetics; Chemistry; Environmental health; Sulfonate","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":[],"category_scores_codex":[0.000547834,0.0001142645,0.0002599361,0.00007275354,0.00007343559,0.000008206111,0.0002314445,0.00006188757,0.002902093],"category_scores_gemma":[0.0002457129,0.0000821642,0.0001155944,0.0001389664,0.0004653551,0.0002068077,0.00006895637,0.00005491128,0.00002881987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001785631,"about_ca_system_score_gemma":0.000008519186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001079346,"about_ca_topic_score_gemma":0.0001381844,"domain_scores_codex":[0.9985419,0.0001239194,0.0004211393,0.0002843393,0.0004219183,0.000206812],"domain_scores_gemma":[0.9984875,0.0009824968,0.0002709563,0.0001607594,0.00001878139,0.00007953055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005491666,0.0001108288,0.9734458,0.000001755246,0.0002584175,5.080353e-7,0.000358645,0.0005819834,0.01989813,0.001931079,0.0002187967,0.003139181],"study_design_scores_gemma":[0.0004259025,0.0001826239,0.9893348,0.000007769224,0.000063044,4.49811e-7,0.00006063909,0.0008258969,0.005976204,0.000945361,0.002077639,0.00009965829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835166,0.0004819419,0.01267373,0.0008602145,0.00004218921,0.0002165506,0.001597802,0.000006846365,0.0006041816],"genre_scores_gemma":[0.9936799,0.0006451765,0.004774188,0.00003004843,0.000012778,0.00004572274,0.00004772866,0.000006211846,0.0007581863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01588906,"threshold_uncertainty_score":0.9980094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08780406099510231,"score_gpt":0.3342673420605097,"score_spread":0.2464632810654074,"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."}}