{"id":"W2782418016","doi":"10.21037/tlcr.2017.12.13","title":"Can population data guide surveillance strategies for second primary lung cancers?","year":2018,"lang":"en","type":"letter","venue":"Translational Lung Cancer Research","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Cancer Care Ontario","funders":"","keywords":"Medicine; Lung cancer; Lung; Oncology; Lung cancer screening; Population; Primary (astronomy); Cancer; Internal medicine; Environmental health","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001201266,0.0005254837,0.0008749765,0.0004383707,0.0004481484,0.0002251387,0.000729793,0.0006767544,0.002071194],"category_scores_gemma":[0.00004236633,0.0004794721,0.0002222087,0.0004754461,0.0002813468,0.0003572731,0.0001077484,0.001493223,0.00001067932],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004153893,"about_ca_system_score_gemma":0.007509205,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01490043,"about_ca_topic_score_gemma":0.02846373,"domain_scores_codex":[0.994192,0.0002424227,0.0007477024,0.001565112,0.00215209,0.001100652],"domain_scores_gemma":[0.9960173,0.000890526,0.0002088271,0.001505011,0.001188114,0.0001902117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00044144,0.00005131337,0.02447902,0.005021706,0.001080764,0.00006050455,0.0001823589,0.00006641227,0.0000301361,0.0001708528,0.9668048,0.001610714],"study_design_scores_gemma":[0.003073541,0.000251805,0.0438439,0.00131881,0.0004398652,0.00001479181,0.00002388843,0.002571479,0.00003372733,0.0007879219,0.9470715,0.0005687796],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003949829,0.02516255,0.0004139211,0.9227595,0.001503088,0.00743392,0.02881022,0.0001776443,0.009789341],"genre_scores_gemma":[0.1749872,0.007852202,0.006486434,0.3368013,0.08100569,0.01337067,0.3235594,0.001240848,0.05469631],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5859582,"threshold_uncertainty_score":0.9997657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1059170567017982,"score_gpt":0.4514996344296954,"score_spread":0.3455825777278972,"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."}}