{"id":"W4200140361","doi":"","title":"USPSTF2013 versus PLCOm2012 lung cancer screening eligibility criteria (International Lung Screening Trial): interim analysis of a prospective cohort study","year":2022,"lang":"en","type":"article","venue":"UCL Discovery (University College London)","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; University of Alberta; Centre for Advancing Health Outcomes; Spinal Cord Injury BC; University of British Columbia; Vancouver Coastal Health; University of Calgary; Foothills Medical Centre; Simon Fraser University; Brock University","funders":"Cancer Research UK","keywords":"Medicine; Lung cancer screening; Interim; Lung cancer; National Lung Screening Trial; Interim analysis; Prospective cohort study; Retrospective cohort study; Cohort; Cohort study; Categorical variable; Task force; Internal medicine; Clinical trial; Intensive care medicine; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004742827,0.0003039763,0.0009664329,0.0007986582,0.0004926324,0.00004531664,0.0003940365,0.00005960985,0.002857004],"category_scores_gemma":[0.00004765292,0.0003309531,0.0006229086,0.001731957,0.0001028664,0.0007030693,0.0006942721,0.0003022995,0.000001451553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002578157,"about_ca_system_score_gemma":0.0002914761,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007530026,"about_ca_topic_score_gemma":0.002373264,"domain_scores_codex":[0.9971808,0.0002613696,0.0003985522,0.000854345,0.0009603126,0.0003446735],"domain_scores_gemma":[0.9983971,0.0002118047,0.0003645379,0.0006142451,0.0002555338,0.0001568333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.07424532,0.002409136,0.8967297,0.00004267875,0.02012187,0.0002539494,0.001229154,0.001192133,0.0000372977,0.0003605283,0.003249973,0.0001282773],"study_design_scores_gemma":[0.06455974,0.001543437,0.8897318,0.00007944754,0.01368051,0.000003750519,0.009364178,0.02006477,0.00004686401,0.00000313925,0.0005876261,0.0003347622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894875,0.0002870514,0.0009493891,0.0006239034,0.0009491384,0.003224786,0.002814584,0.00006353096,0.001600142],"genre_scores_gemma":[0.995805,0.00007125214,0.0003381079,0.00006901436,0.0001018063,0.0001402524,0.0003000666,0.00002682752,0.003147717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01887264,"threshold_uncertainty_score":0.9999142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02181768236603097,"score_gpt":0.3359972387666454,"score_spread":0.3141795564006144,"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."}}