{"id":"W2036531821","doi":"10.1053/j.semtcvs.2015.02.006","title":"Retrospective Analysis of Lung Transplant Recipients Found to Have Unexpected Lung Cancer in Explanted Lungs","year":2015,"lang":"en","type":"article","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"International Society for Heart and Lung Transplantation","keywords":"Medicine; Lung cancer; Lung; Retrospective cohort study; Lung transplantation; Stage (stratigraphy); Radiology; Cancer; Computed tomographic; Internal medicine; Computed tomography","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":[],"consensus_categories":[],"category_scores_codex":[0.002452028,0.0002536518,0.001678534,0.001355769,0.00003103251,0.0000144095,0.00007539031,0.0001675858,0.00002214151],"category_scores_gemma":[0.0001782337,0.0002308803,0.0007374875,0.002163872,0.00006448492,0.0001126243,0.0000204894,0.000235357,4.521347e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002534825,"about_ca_system_score_gemma":0.0001413562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009740926,"about_ca_topic_score_gemma":0.0004532325,"domain_scores_codex":[0.9974105,0.0003810051,0.0006172823,0.000552592,0.0006730249,0.0003655535],"domain_scores_gemma":[0.9988322,0.0002419886,0.0000888791,0.000433262,0.0001659998,0.0002376241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008387361,0.00006297635,0.9765201,0.0001881512,0.003800086,0.0005733097,0.005589251,0.0007945576,0.0001620935,0.000006910909,0.0000664675,0.01139741],"study_design_scores_gemma":[0.0008095578,0.00003207571,0.9882665,0.001522716,0.0047164,0.00005415848,0.00139133,0.001984879,0.0008749994,0.00001294762,0.00006436942,0.0002700706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734526,0.02164657,0.003677521,0.0000643917,0.0002977875,0.0004373207,0.0001252093,0.00002776124,0.0002708387],"genre_scores_gemma":[0.9936442,0.004975268,0.0009744162,0.00005440792,0.00004786327,0.00008135798,0.0001065656,0.00002670137,0.00008918169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02019164,"threshold_uncertainty_score":0.9415026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03119449918064444,"score_gpt":0.3485950906350928,"score_spread":0.3174005914544483,"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."}}