{"id":"W4403540821","doi":"10.1158/1055-9965.epi-24-0636","title":"Risk of Developing a Subsequent Primary Cancer among Adult Cancer Survivors","year":2024,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Multiple and Secondary Primary Cancers","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"Arnie Charbonneau Cancer Institute, University of Calgary","keywords":"Medicine; Cancer; Cancer registry; Incidence (geometry); Population; Lung cancer; Colorectal cancer; Breast cancer; Cervix; Demography; Gynecology; Internal medicine; Environmental health","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001965975,0.0004359619,0.001165552,0.0003726842,0.0001320323,0.00001230505,0.0002144672,0.000430522,0.001247799],"category_scores_gemma":[0.0002750471,0.0003781556,0.0005844167,0.0005925229,0.0005198722,0.0003082854,0.00009276417,0.0005378932,0.00001310342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001865944,"about_ca_system_score_gemma":0.002063394,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03879544,"about_ca_topic_score_gemma":0.02017538,"domain_scores_codex":[0.9959506,0.0007846834,0.001319939,0.0009714912,0.0002575982,0.0007157293],"domain_scores_gemma":[0.9977274,0.0006662535,0.0006038055,0.0004582769,0.0002976752,0.0002466086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006865953,0.00004536016,0.8457031,0.001858347,0.003042587,0.0000235717,0.0003499039,0.000165172,0.002836788,0.0004445917,0.009659055,0.1351849],"study_design_scores_gemma":[0.00158908,0.000181021,0.967771,0.004400096,0.001465168,0.00001943254,0.0001123274,0.002890051,0.003266708,0.001195405,0.01655895,0.0005507572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8599637,0.1232778,0.004128103,0.006118807,0.003787818,0.001188455,0.0002917402,0.0002188843,0.001024688],"genre_scores_gemma":[0.8359452,0.1490807,0.004304396,0.003505794,0.001009626,0.002048879,0.0005517104,0.0001518601,0.00340189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1346341,"threshold_uncertainty_score":0.999867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04741333170261523,"score_gpt":0.3667074702763294,"score_spread":0.3192941385737142,"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."}}