{"id":"W4400411398","doi":"10.1136/jech-2024-222158","title":"Socioeconomic disparity in the natural history of cutaneous melanoma: evidence from two large prospective cohorts","year":2024,"lang":"en","type":"article","venue":"Journal of Epidemiology & Community Health","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"National Key Research and Development Program of China; Medical Research Council; Huxiang Youth Talent Support Program","keywords":"Medicine; Socioeconomic status; Biobank; Demography; Incidence (geometry); Prospective cohort study; Mediation; Gerontology; Surgery; Environmental health; Population; Bioinformatics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002711506,0.0003840884,0.0004481413,0.001337451,0.0007038832,0.001052008,0.0005613792,0.0005626008,0.001238244],"category_scores_gemma":[0.005511344,0.0003856202,0.001090943,0.001758977,0.0005328097,0.0004753407,0.001556069,0.0006650663,0.0001725868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003275025,"about_ca_system_score_gemma":0.0004776603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01091596,"about_ca_topic_score_gemma":0.009846457,"domain_scores_codex":[0.9984976,0.0005736987,0.0001720673,0.0003552057,0.0001969817,0.0002043503],"domain_scores_gemma":[0.9959626,0.0007496133,0.001614843,0.000711716,0.0004011228,0.0005601536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000223243,0.00002210835,0.9976946,0.00002241346,0.000273987,0.00007021953,0.0001344936,0.00002121776,0.00004539797,0.0000444049,0.0001332207,0.001314735],"study_design_scores_gemma":[0.00001145502,0.00003679207,0.9992732,0.00001620263,0.0001181329,0.00008768664,0.0001293784,0.00005031729,0.00001327283,0.00002764925,0.0002319076,0.000003998381],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966793,0.00175493,0.0001710411,0.0001023352,0.00002431307,0.00001730796,0.0006965045,0.000003482177,0.0005507188],"genre_scores_gemma":[0.9984163,0.0006724982,0.00006894266,0.00004949612,0.00001633762,0.00002126866,0.0006767141,0.000002533999,0.00007595629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01091596,"threshold_uncertainty_score":0.02170485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06036112349077764,"score_gpt":0.3738427687554589,"score_spread":0.3134816452646812,"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."}}