{"id":"W3121493648","doi":"10.1016/j.xjidi.2021.100002","title":"Differences in Melanoma Between Canada and New South Wales, Australia: A Population-Based Genes, Environment, and Melanoma (GEM) Study","year":2021,"lang":"en","type":"article","venue":"JID Innovations","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario","funders":"Cancer Council NSW; National Health and Medical Research Council; Medical Research Council; University of California, Irvine; University of North Carolina at Chapel Hill; National Institutes of Health; Moffitt Cancer Center; Menzies Institute for Medical Research; University of Sydney; University of Tasmania; University of Oxford; National Institute of Environmental Health Sciences; Memorial Sloan-Kettering Cancer Center; Cancer Care Ontario; National Cancer Institute; Emory University; University of Pennsylvania; University of Southern California","keywords":"Melanoma; Incidence (geometry); Medicine; Etiology; Population; Lentigo maligna melanoma; Demography; Epidemiology; Dermatology; Pathology; Environmental health; Cancer research","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008125078,0.0001448616,0.000264012,0.0001839125,0.0001017674,0.00003822534,0.00003731765,0.00005180272,0.0002096763],"category_scores_gemma":[0.00004286675,0.0001407093,0.00001551778,0.000416261,0.00002098751,0.00003578224,0.00004676311,0.0001332452,0.000003220257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001527792,"about_ca_system_score_gemma":0.0002323977,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1984825,"about_ca_topic_score_gemma":0.4302053,"domain_scores_codex":[0.9989045,0.00004050597,0.0003472658,0.0003123147,0.0002277349,0.0001676811],"domain_scores_gemma":[0.9995076,0.00005219829,0.00008369401,0.0002166961,0.00003334405,0.0001064758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001134703,0.00007742489,0.9961832,0.00001930877,0.00006652376,0.00008792078,0.0001460731,0.000005367988,0.000149735,0.0002206743,0.0002376855,0.002794777],"study_design_scores_gemma":[0.001209428,0.0001306544,0.9934467,0.00001941457,0.00008946885,0.00002382759,0.0007091856,0.00005744321,0.0001051865,0.00004163435,0.004030858,0.0001361946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997593,0.00009434242,0.0001687578,0.00144941,0.0000748085,0.0004264928,0.00003031887,0.00002219034,0.0001407095],"genre_scores_gemma":[0.995726,0.000008334951,0.0004229076,0.0001945098,0.00008554315,0.00002545894,0.00015046,0.00001203321,0.003374699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2317227,"threshold_uncertainty_score":0.8068548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05085791186581817,"score_gpt":0.2597075547751399,"score_spread":0.2088496429093217,"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."}}