{"id":"W4361821431","doi":"10.1158/1055-9965.c.6515145","title":"Data from Sun Exposure and Melanoma Survival: A GEM Study","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sunburn; Ultraviolet b; Medicine; Sun exposure; Melanoma; Population; Sunlight; Sun protection; Demography; Dermatology; Environmental health; Cancer research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001212226,0.000272803,0.0004040377,0.001742849,0.0004257665,0.0005703899,0.0003487924,0.0004171117,0.003258431],"category_scores_gemma":[0.003249487,0.000291954,0.0005853048,0.002918929,0.0001417178,0.0004674526,0.0006230854,0.0003607418,0.0009002885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000487005,"about_ca_system_score_gemma":0.0003660751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009118728,"about_ca_topic_score_gemma":0.01212054,"domain_scores_codex":[0.9989255,0.000459763,0.0001497738,0.0002086481,0.0001444119,0.0001118292],"domain_scores_gemma":[0.9976723,0.0004339029,0.0008776354,0.0004038573,0.0002880875,0.0003243488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005403903,0.00005892342,0.9949414,0.00005475144,0.0001697431,0.00009349496,0.0001205208,0.00005942051,0.0001475018,0.00002803424,0.0009629255,0.002822777],"study_design_scores_gemma":[0.00006146412,0.0001524364,0.9970716,0.00002661291,0.0001043095,0.0001840548,0.0001582619,0.0001133398,0.00006986924,0.00002013697,0.002032066,0.000005851268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"dataset","genre_scores_codex":[0.9854054,0.000665453,0.0002240458,0.00007799368,0.0000110278,0.0000554255,0.01204443,0.00001901708,0.001497135],"genre_scores_gemma":[0.9849108,0.0002665586,0.0002157398,0.00008505291,0.00001967152,0.00008851866,0.01369668,0.00001396184,0.0007027999],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.009118728,"threshold_uncertainty_score":0.01813132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.122706481678626,"score_gpt":0.3335313760108106,"score_spread":0.2108248943321847,"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."}}