{"id":"W4286686867","doi":"10.1053/j.semtcvs.2022.06.018","title":"Screening Criteria Evaluation for Expansion in Pulmonary Neoplasias (SCREEN)","year":2022,"lang":"en","type":"article","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Medicine; Internal medicine; Lung cancer; Lung cancer screening; Cohort; Multivariate analysis; Retrospective cohort study; Proportional hazards model; Adenocarcinoma; Cancer; Gastroenterology","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":[0.004041048,0.0001681926,0.0006005957,0.0003179676,0.0001310197,0.00001612167,0.00004233397,0.00006508579,0.00008546621],"category_scores_gemma":[0.0001113892,0.0001676878,0.0004892285,0.0003765287,0.00002926316,0.0001004521,0.00008062075,0.000164333,6.969606e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002844085,"about_ca_system_score_gemma":0.0001487052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001665116,"about_ca_topic_score_gemma":0.00001308372,"domain_scores_codex":[0.9979352,0.0003528717,0.0003212025,0.0004812244,0.0006239154,0.0002855513],"domain_scores_gemma":[0.9991696,0.0002836328,0.0000495197,0.0003743624,0.00004849166,0.00007441786],"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":[0.0006374454,0.0002045803,0.1876352,0.0001918439,0.0002778635,0.0005041347,0.0003191462,0.0008485168,0.0000535451,0.000006026387,0.0009636233,0.8083581],"study_design_scores_gemma":[0.007364179,0.0008677798,0.8693256,0.004952884,0.00375288,0.002968323,0.01171239,0.03760866,0.002675291,0.0008646481,0.05639049,0.001516841],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9038105,0.09349644,0.0003739365,0.0002657402,0.0003162328,0.001175476,0.00002803921,0.00002549635,0.0005081565],"genre_scores_gemma":[0.994153,0.003165684,0.0006358502,0.0001308624,0.00009681685,0.00147764,0.0002544154,0.00003134015,0.00005442491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8068413,"threshold_uncertainty_score":0.6838109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03811322274698856,"score_gpt":0.3285871449083679,"score_spread":0.2904739221613793,"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."}}