{"id":"W4390510934","doi":"10.1001/jamainternmed.2023.7072","title":"Lifetime Gained With Cancer Screening","year":2024,"lang":"en","type":"article","venue":"JAMA Internal Medicine","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Cancer screening; Cancer; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003211534,0.0002175115,0.0003864214,0.0002000485,0.00004678256,0.00005358815,0.000152209,0.00008441453,0.002711673],"category_scores_gemma":[0.0002061091,0.000130353,0.00007680665,0.0004079725,0.0001705123,0.0002117551,0.00004517668,0.0005413237,0.00008762996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001392343,"about_ca_system_score_gemma":0.0001358488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00329163,"about_ca_topic_score_gemma":0.0001018798,"domain_scores_codex":[0.9982382,0.00002192877,0.0003154151,0.00037531,0.0007062902,0.0003428469],"domain_scores_gemma":[0.9991223,0.0001271598,0.00005499777,0.0002266175,0.0001713656,0.0002976171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005709258,0.00006447139,0.09878401,0.000884865,0.001463449,0.01177685,0.002719308,0.0001427735,0.01139302,0.001927994,0.3494169,0.5157171],"study_design_scores_gemma":[0.009490858,0.007210238,0.1017422,0.07548781,0.001427741,0.005905999,0.002184932,0.01974428,0.005933962,0.0003529075,0.7696765,0.0008426053],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5386619,0.04514456,0.05057471,0.1842068,0.002862589,0.0009387288,0.00003527303,0.00105754,0.1765178],"genre_scores_gemma":[0.9757243,0.000290861,0.001547801,0.008230379,0.003588655,0.00004011205,0.00001556287,0.00004258064,0.01051979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5148745,"threshold_uncertainty_score":0.9982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05271739193344709,"score_gpt":0.3629754393322082,"score_spread":0.3102580473987611,"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."}}