{"id":"W4406227704","doi":"10.1158/1055-9965.c.7618152","title":"Data from Risk of Developing a Subsequent Primary Cancer among Adult Cancer Survivors","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Multiple and Secondary Primary Cancers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cancer; Incidence (geometry); Cancer registry; Lung cancer; Colorectal cancer; Breast cancer; Demography; Population; Internal medicine; Primary cancer; Gynecology; Oncology; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003670658,0.0005743036,0.001509572,0.000259349,0.00007892513,0.00003245262,0.001095625,0.0005448803,0.003102663],"category_scores_gemma":[0.0001277542,0.0005008039,0.0002535761,0.0002577777,0.0002023909,0.0001709382,0.002527098,0.001295196,0.000006081708],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001357851,"about_ca_system_score_gemma":0.008054046,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5994514,"about_ca_topic_score_gemma":0.3279532,"domain_scores_codex":[0.996249,0.0001559694,0.001076591,0.001437574,0.0006263168,0.0004545232],"domain_scores_gemma":[0.9957494,0.000265133,0.0007101787,0.002543419,0.0005276976,0.0002041456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006514793,0.0001028476,0.9399314,0.004041295,0.003699744,0.00003705859,0.0008072281,0.0006810144,0.0003551389,0.00007234692,0.01838368,0.0312368],"study_design_scores_gemma":[0.003281175,0.00004072655,0.9477874,0.00745796,0.002723659,0.000001705228,0.0002835027,0.007315242,0.005768796,0.00019486,0.02399157,0.001153386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9159405,0.01264875,0.002666594,0.00166329,0.00325168,0.001760867,0.03635158,0.0001868606,0.02552989],"genre_scores_gemma":[0.4759989,0.34577,0.0534586,0.02174436,0.003673077,0.002214617,0.06188001,0.0004039329,0.03485646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4399416,"threshold_uncertainty_score":0.9997444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06285845171759087,"score_gpt":0.3379059754890191,"score_spread":0.2750475237714283,"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."}}