{"id":"W4406165596","doi":"10.1101/2025.01.07.25320152","title":"MULTIPLE PRIMARY CANCERS IN LUNG CANCER PATIENTS IN ATLANTIC CANADA AND IMPLICATIONS FOR SCREENING AND MANAGEMENT","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Multiple and Secondary Primary Cancers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research; Dalhousie University","funders":"Research Nova Scotia; AstraZeneca; Dalhousie University; Bristol-Myers Squibb","keywords":"Medicine; Lung cancer; Cancer; Oncology; Primary (astronomy); Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001421725,0.0002298623,0.0004786318,0.0002514273,0.0000534233,0.00001617934,0.0001100531,0.0001101073,0.000009233682],"category_scores_gemma":[0.00003761985,0.0002379156,0.00003860654,0.0001449411,0.0000389786,0.00003891062,0.000274481,0.0003130813,2.463597e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001441398,"about_ca_system_score_gemma":0.001173091,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6928201,"about_ca_topic_score_gemma":0.9195488,"domain_scores_codex":[0.9985726,0.00002725714,0.0003923356,0.0005720612,0.0001330317,0.0003026786],"domain_scores_gemma":[0.9993231,0.0001319281,0.0001075324,0.0002730298,0.00005479456,0.0001096025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001619324,0.00002375794,0.9795004,0.003814783,0.000107683,0.000007719452,0.0001497155,0.0003380678,0.00001540734,0.00001515396,0.001124192,0.01474125],"study_design_scores_gemma":[0.003357072,0.00001595448,0.9867597,0.00121036,0.0001116359,5.68505e-7,0.00003122094,0.0040144,0.000009907196,0.00001546599,0.004275133,0.0001986412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924349,0.002466113,0.0001470064,0.001197589,0.0002672196,0.002411491,0.0004187509,0.00001419425,0.0006427023],"genre_scores_gemma":[0.9881361,0.006351302,0.00151357,0.001613452,0.00004634429,0.001393482,0.0005474552,0.00002341734,0.000374846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2267287,"threshold_uncertainty_score":0.9701917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01691299403717817,"score_gpt":0.2832315159784172,"score_spread":0.2663185219412391,"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."}}