{"id":"W1983522353","doi":"10.1158/1055-9965.epi-14-0431","title":"Sun Exposure and Melanoma Survival: A GEM Study","year":2014,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"CARE Canada; Cancer Care Ontario; BC Cancer Agency; Women's College Hospital","funders":"National Institute of Environmental Health Sciences; National Cancer Institute","keywords":"Sunburn; Medicine; Melanoma; Sun exposure; Population; Sunlight; Dermatology; Environmental health; Cancer research","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002277026,0.0001985096,0.0005432082,0.0001534667,0.0001128624,0.000008200284,0.00007114036,0.0001469674,0.0002527024],"category_scores_gemma":[0.0004094003,0.0001730885,0.0001244917,0.0001378312,0.0001099137,0.00004973873,0.00007484242,0.0001473684,0.00003035677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001007755,"about_ca_system_score_gemma":0.00002996635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002686365,"about_ca_topic_score_gemma":0.0006126051,"domain_scores_codex":[0.9976374,0.000923184,0.0004876949,0.00052847,0.0001103439,0.0003129187],"domain_scores_gemma":[0.9989005,0.0003072155,0.0002081005,0.0003573936,0.00005801443,0.0001687866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006490669,0.0002636508,0.8417464,0.00009995134,0.0008282157,0.00002090424,0.0001412416,0.000004296709,0.0006232522,0.000536188,0.004896438,0.1501904],"study_design_scores_gemma":[0.003245366,0.002206895,0.9433426,0.0001103667,0.000552898,0.00009476805,0.0005889324,0.0006296958,0.00006188241,0.001877622,0.04704656,0.0002423952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840233,0.002609633,0.004322637,0.003978799,0.001375671,0.001282909,0.000002544842,0.0001727207,0.002231771],"genre_scores_gemma":[0.9941522,0.0003436558,0.0006548394,0.0007014836,0.0002605986,0.0001955133,0.00002230928,0.00002438009,0.003644954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.149948,"threshold_uncertainty_score":0.7058346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0474402183220256,"score_gpt":0.3501695936354707,"score_spread":0.3027293753134451,"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."}}