{"id":"W4366609639","doi":"10.1016/j.canep.2023.102368","title":"Probability of lung cancer in a population excluded from screening due to low PLCOM2012 risk","year":2023,"lang":"en","type":"article","venue":"Cancer Epidemiology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Calgary","funders":"Alberta Cancer Foundation","keywords":"Medicine; Lung cancer; Population; Cancer; Oncology; Environmental health; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005173893,0.0002573755,0.000412223,0.001108639,0.0006346476,0.001004579,0.0005172281,0.001097846,0.006078479],"category_scores_gemma":[0.003584984,0.0004483806,0.001052802,0.0007744684,0.0004328341,0.0006522951,0.0007985278,0.001062164,0.0006887226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003699869,"about_ca_system_score_gemma":0.0004425892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02080292,"about_ca_topic_score_gemma":0.009470166,"domain_scores_codex":[0.9993868,0.0001649644,0.00004350074,0.000154675,0.0000676064,0.0001825737],"domain_scores_gemma":[0.9983906,0.0004895691,0.0004804274,0.0001380616,0.0001073527,0.0003940551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004820632,0.0001030623,0.9979134,0.000005387357,0.0000649878,0.0001876477,0.00004367783,0.00008174004,0.0001398155,0.00003935035,0.000193051,0.0007457716],"study_design_scores_gemma":[0.00002621517,0.000283044,0.997306,0.000006274133,0.00007910885,0.0006649016,0.0002772993,0.0009839508,0.00005675967,0.0001141437,0.0001898297,0.00001257384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975948,0.0001001289,0.000213045,0.0001109506,0.00001661402,0.00001398185,0.0006229499,0.0000127588,0.001314702],"genre_scores_gemma":[0.9986138,0.00004212698,0.0000445347,0.00004969233,0.0000230497,0.000008875143,0.0005651438,0.000002787323,0.000649964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02080292,"threshold_uncertainty_score":0.04136366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09091625493723436,"score_gpt":0.4092400098186114,"score_spread":0.318323754881377,"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."}}