{"id":"W3215636459","doi":"10.2196/31275","title":"Global Melanoma Correlations With Obesity, Smoking, and Alcohol Consumption","year":2021,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; U.S. Department of Veterans Affairs; Cancer Center, University of Colorado; National Cancer Institute; National Institutes of Health; National Institute on Alcohol Abuse and Alcoholism; Cancer League of Colorado; Nutrition Obesity Research Center, University of North Carolina","keywords":"Alcohol consumption; Obesity; Consumption (sociology); Environmental health; Melanoma; Medicine; Alcohol; Psychology; Internal medicine; Sociology; Social science; Biology; Cancer research","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002079714,0.00009556426,0.0001904551,0.00005231005,0.0000874062,0.00001953157,0.00002317311,0.00009611867,0.0002918156],"category_scores_gemma":[0.00001369036,0.000085979,0.00002825524,0.0001286474,0.00008224718,0.00003325975,0.00005146005,0.00009164555,0.00006719038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004783054,"about_ca_system_score_gemma":0.00004623639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001144501,"about_ca_topic_score_gemma":0.0001880137,"domain_scores_codex":[0.9993502,0.00004069574,0.0001367047,0.0002122137,0.0001081424,0.0001519948],"domain_scores_gemma":[0.9995959,0.00002521496,0.00004749732,0.0001755399,0.00006339462,0.00009250173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008208251,0.0001281734,0.9837606,0.00009855937,0.0001327522,0.002884445,0.0000767376,0.00000333526,0.0001072042,0.006392469,0.004446928,0.001886744],"study_design_scores_gemma":[0.002289532,0.0001238238,0.8411044,0.00005168362,0.0002094094,0.09933266,0.0001697146,0.0004165602,0.0003857321,0.0002327281,0.05553509,0.0001486556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838665,0.0003096905,0.001214847,0.002238229,0.00017274,0.0002983788,0.000004715072,0.0001088481,0.01178608],"genre_scores_gemma":[0.9972764,0.00005139039,0.0003788227,0.0009090943,0.00002741807,0.0000328558,0.00003227021,0.000007686972,0.001284046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1426562,"threshold_uncertainty_score":0.3506122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01749471213144447,"score_gpt":0.2839637953664298,"score_spread":0.2664690832349853,"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."}}