{"id":"W4386451602","doi":"10.2196/46051","title":"Spatiotemporal Patterns of Esophageal Cancer Burden Attributable to Behavioral, Metabolic, and Dietary Risk Factors From 1990 to 2019: Longitudinal Observational Study","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Youth Science Foundation","keywords":"Medicine; Environmental health; Burden of disease; Demography; Attributable risk; Observational study; Disease burden; Public health; Disease; Gerontology; Population; 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":[0.001355593,0.0002845877,0.0004813044,0.0009138266,0.0004995181,0.0006317854,0.0005802457,0.0004780598,0.001076517],"category_scores_gemma":[0.003255292,0.0003937942,0.001341966,0.002458595,0.0002063109,0.000516401,0.0009769659,0.0008440575,0.0003258444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003714,"about_ca_system_score_gemma":0.001099568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07704459,"about_ca_topic_score_gemma":0.08538467,"domain_scores_codex":[0.9991438,0.0001576126,0.0001898786,0.0002609084,0.0001087189,0.0001390041],"domain_scores_gemma":[0.9975115,0.0001959286,0.001204266,0.00037126,0.0004949782,0.0002220056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001444063,0.00001989525,0.9976193,0.00004849689,0.0003054747,0.00003697635,0.00006753802,0.0001406877,0.0000966131,0.00002859023,0.0006538036,0.0008381566],"study_design_scores_gemma":[0.00001100164,0.00003480576,0.9988062,0.00002528201,0.0001367586,0.0000835142,0.0001124188,0.0002170902,0.00003629343,0.00001905762,0.0005117265,0.000005845483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652826,0.001205139,0.0004903371,0.0002120126,0.0000223135,0.00004377155,0.03185255,0.00002397042,0.0008673014],"genre_scores_gemma":[0.9810574,0.0004420358,0.0003515828,0.0001142039,0.00001152578,0.0000770114,0.01769328,0.000007414252,0.0002454832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07704459,"threshold_uncertainty_score":0.1531923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1658957578153187,"score_gpt":0.4208622330859914,"score_spread":0.2549664752706727,"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."}}