{"id":"W2920909731","doi":"10.1136/thoraxjnl-2018-212783","title":"Lessons on managing pulmonary nodules from NELSON: we have come a long way","year":2019,"lang":"en","type":"letter","venue":"Thorax","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wellcome Trust; Wellcome","keywords":"Medicine; Lung cancer screening; National Lung Screening Trial; Lung cancer; Health care; Population; Randomized controlled trial; Family medicine; Surgery; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000839889,0.0005417651,0.0009368262,0.0001955394,0.00008543144,0.00006542019,0.0002383736,0.0005561174,0.000886693],"category_scores_gemma":[0.000009209749,0.00041982,0.0003273577,0.00008967395,0.00006122411,0.00005360473,0.0001141869,0.001331475,0.00204468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006090067,"about_ca_system_score_gemma":0.00005912303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006150537,"about_ca_topic_score_gemma":0.00003552111,"domain_scores_codex":[0.9976389,0.0000831589,0.0003067261,0.0008725344,0.0005787858,0.000519839],"domain_scores_gemma":[0.9981875,0.000321293,0.0001808658,0.001164211,0.00004943468,0.00009664701],"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":[0.0001240141,0.0002523613,0.007621016,0.0006399963,0.0006222825,0.009492118,0.0001332106,0.000006194323,0.000009723626,0.00003201472,0.9549159,0.02615112],"study_design_scores_gemma":[0.001315339,0.000395784,0.02156821,0.005742087,0.001285769,0.00008566632,0.00005352699,0.0001190854,0.0002593833,0.0005105609,0.9680727,0.0005919024],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005002873,0.005544242,0.00002064174,0.9583365,0.001222898,0.0009134766,0.0003830405,0.0001476047,0.02842877],"genre_scores_gemma":[0.1534292,0.004964397,0.0003678941,0.7639724,0.01302228,0.0003220256,0.004848511,0.0003426015,0.05873066],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1943641,"threshold_uncertainty_score":0.9998254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03954473227538646,"score_gpt":0.3142816956851738,"score_spread":0.2747369634097874,"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."}}