{"id":"W4414935853","doi":"10.1093/jncics/pkaf093","title":"Comorbidity prevalence and incidence in cancer survivors: a longitudinal All of Us study","year":2025,"lang":"en","type":"article","venue":"JNCI Cancer Spectrum","topic":"Cancer survivorship and care","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Cancer Foundation; Cancer Care Ontario","funders":"National Institutes of Health","keywords":"Comorbidity; Incidence (geometry); Cancer; Cancer incidence; Longitudinal study; MEDLINE","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":[0.0008323182,0.0001943988,0.0002881267,0.0009125698,0.0005719761,0.0006103165,0.0003542896,0.0003658503,0.00077012],"category_scores_gemma":[0.002263508,0.0002972457,0.0004730142,0.002119318,0.0001670328,0.0006590309,0.0006943359,0.0006515373,0.0001515827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007053982,"about_ca_system_score_gemma":0.000940722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05496299,"about_ca_topic_score_gemma":0.07423171,"domain_scores_codex":[0.9995049,0.0001383999,0.00006965407,0.0001022588,0.00009067501,0.00009404642],"domain_scores_gemma":[0.998533,0.0001498274,0.0005676983,0.0001500242,0.0002917107,0.0003077405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001500937,0.00001687235,0.9993066,0.000004165246,0.00003028991,0.00001367657,0.00003629856,0.00001125929,0.00001881979,0.000005837578,0.0001229858,0.0004182196],"study_design_scores_gemma":[0.000004199079,0.00002671976,0.9993274,0.00001195638,0.00002820031,0.00008110701,0.0001596177,0.0001309336,0.00001557468,0.00001360997,0.0001978987,0.000002811123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967258,0.0003750624,0.0001524437,0.0001537143,0.000008659202,0.0000214748,0.002251969,0.000006988095,0.0003038628],"genre_scores_gemma":[0.9974788,0.0002872417,0.0001880273,0.00009439597,0.000009125447,0.00003151456,0.001826267,0.000002440193,0.00008215041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05496299,"threshold_uncertainty_score":0.1092861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03182436099892926,"score_gpt":0.3558295557727704,"score_spread":0.3240051947738411,"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."}}