{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003053579,0.00009164481,0.000190215,0.00006060955,0.0001681556,0.00001486985,0.00009097528,0.00001987299,0.0003934657],"category_scores_gemma":[0.00001844394,0.0000662177,0.0002234426,0.00008307956,0.000009851381,0.00006226691,0.00005749569,0.00009558866,2.896088e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004690564,"about_ca_system_score_gemma":0.0004968559,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01092312,"about_ca_topic_score_gemma":0.0006127377,"domain_scores_codex":[0.9992123,0.00003291204,0.000213609,0.0002322377,0.0001651574,0.0001438355],"domain_scores_gemma":[0.9995116,0.00007655966,0.0001418288,0.0001601606,0.00005990349,0.00004994632],"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":[0.01230507,0.00008559682,0.163812,0.00002200389,0.0008075124,3.137726e-7,0.0003279884,0.809891,0.00009617919,0.00006146545,0.009676773,0.002914103],"study_design_scores_gemma":[0.01585096,0.0005939737,0.01420939,0.00004965633,0.0005938703,0.000004417685,0.00005186525,0.9667029,0.0004802239,0.0001045143,0.001261134,0.00009713283],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895847,0.0005267558,0.006077651,0.0007247942,0.0008388244,0.001616816,0.0004827637,0.00001624025,0.0001314609],"genre_scores_gemma":[0.9975007,0.00006467522,0.0007090568,0.000138087,0.0006068124,0.0008593705,0.00002331509,0.00001675116,0.00008121405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1568118,"threshold_uncertainty_score":0.9991302,"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."}}