{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004653838,0.0001504557,0.0002474359,0.001081493,0.00189308,0.00110499,0.0007664184,0.000369413,0.002595621],"category_scores_gemma":[0.002334272,0.0001443854,0.0002094537,0.002575617,0.000691029,0.0003124859,0.0008717223,0.0006395052,0.0001331973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0101685,"about_ca_system_score_gemma":0.0168755,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8728656,"about_ca_topic_score_gemma":0.9389175,"domain_scores_codex":[0.9992083,0.00006308456,0.0000558838,0.0000729191,0.0002559439,0.0003439286],"domain_scores_gemma":[0.99786,0.000238073,0.0007062076,0.00003598488,0.0005915183,0.000568153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002004054,0.00001306698,0.9926441,0.00003059435,0.000007585181,0.0005618468,0.0002569882,0.00004136906,0.0001056571,0.00004394232,0.000807691,0.005467097],"study_design_scores_gemma":[0.000003625683,0.0000196341,0.9926722,0.0001009273,0.00001465351,0.001195335,0.004574985,0.0002278485,0.00007030906,0.0000635961,0.001047352,0.000009497573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870905,0.002721811,0.0001454573,0.003560007,0.00003654555,0.00004773985,0.001495733,0.00001390873,0.004888216],"genre_scores_gemma":[0.9979843,0.001085159,0.0001812046,0.0002360358,0.00002172073,0.000008062902,0.0003062478,0.000002371377,0.0001749395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1271344,"threshold_uncertainty_score":0.2557663,"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."}}