{"id":"W4313398502","doi":"10.1016/j.lungcan.2022.12.011","title":"Economic impact of using risk models for eligibility selection to the International lung screening Trial","year":2022,"lang":"en","type":"article","venue":"Lung Cancer","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Spinal Cord Injury BC; Brock University; Simon Fraser University; BC Cancer Agency; University of British Columbia; University of Calgary; Vancouver Coastal Health","funders":"Terry Fox Research Institute","keywords":"Medicine; Socioeconomic status; Quality-adjusted life year; Demography; Lung cancer screening; Cost effectiveness; Risk assessment; Environmental health; Internal medicine; Population; Lung cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06140623,0.001718309,0.004045842,0.001083715,0.000519705,0.00367248,0.001964014,0.003184659,0.009066463],"category_scores_gemma":[0.1400675,0.001031097,0.003673471,0.001268031,0.00105967,0.002557456,0.001607314,0.005769763,0.0006119189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002391553,"about_ca_system_score_gemma":0.003626084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007155061,"about_ca_topic_score_gemma":0.00524374,"domain_scores_codex":[0.963347,0.03403345,0.0004439925,0.0008213455,0.0006455252,0.0007087038],"domain_scores_gemma":[0.7620274,0.2283141,0.003432452,0.003637085,0.001205649,0.001383258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.04600499,0.001323696,0.01917386,0.0009245985,0.004171873,0.0005013391,0.000165872,0.8151004,0.0002462354,0.03175626,0.01340977,0.06722117],"study_design_scores_gemma":[0.00585912,0.00138458,0.003662877,0.0002380354,0.003065404,0.0001378202,0.00009717105,0.9272005,0.000257492,0.05560098,0.002433733,0.000062231],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6652414,0.01378351,0.2188533,0.04751275,0.002668448,0.003032885,0.007979128,0.001221416,0.03970717],"genre_scores_gemma":[0.9780602,0.0009622645,0.01323792,0.00192037,0.000353305,0.0004935322,0.001143425,0.00009943978,0.00372949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06140623,"threshold_uncertainty_score":0.3247511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03624447578275448,"score_gpt":0.4078666064544207,"score_spread":0.3716221306716662,"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."}}