{"id":"W2331965247","doi":"10.1097/rti.0000000000000052","title":"Beyond Lung Cancer","year":2013,"lang":"en","type":"article","venue":"Journal of Thoracic Imaging","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Lung cancer; Lung cancer screening; Malignancy; Cause of death; Population; Cancer; Intensive care medicine; Disease; Lung; Coronary artery disease; Respiratory disease; Thorax (insect anatomy); Radiology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003383898,0.000134152,0.0003111783,0.0002851265,0.00007632851,0.00006548023,0.0001731119,0.00003016459,0.002793381],"category_scores_gemma":[0.0001244312,0.0001050834,0.0001956734,0.0002321397,0.0001013634,0.000570151,0.00007529274,0.0005096861,0.00005997186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005019846,"about_ca_system_score_gemma":0.0004693881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008682333,"about_ca_topic_score_gemma":9.005784e-7,"domain_scores_codex":[0.9984035,0.00006168486,0.0003977682,0.0001450817,0.0006295,0.000362481],"domain_scores_gemma":[0.9984568,0.00005813768,0.0002400815,0.0002094954,0.0006790967,0.0003563803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002528906,0.0001920071,0.4173873,0.000809638,0.0002752921,0.001013903,0.0002894462,0.00004145982,0.02105961,0.00004355298,0.03452856,0.5241063],"study_design_scores_gemma":[0.001988977,0.00008869845,0.9422073,0.001806983,0.0007361788,0.003725517,0.00136336,0.02816575,0.00898249,0.002372937,0.008117642,0.0004441303],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9534312,0.01997758,0.0006131209,0.0139937,0.000637431,0.0003808703,0.000005701321,0.00002326979,0.01093705],"genre_scores_gemma":[0.9943241,0.000210372,0.00187019,0.0006417602,0.0009699146,0.00001152543,0.000001627944,0.00003521604,0.001935333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.52482,"threshold_uncertainty_score":0.9981182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0125950845271064,"score_gpt":0.3631272552529015,"score_spread":0.3505321707257951,"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."}}