{"id":"W2885983038","doi":"10.7326/l18-0236","title":"Risk-Targeted Lung Cancer Screening","year":2018,"lang":"en","type":"letter","venue":"Annals of Internal Medicine","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; BC Cancer Agency","funders":"","keywords":"Medicine; Lung cancer; National Lung Screening Trial; Population; Family medicine; Colorectal cancer; Internal medicine; Cancer; Oncology; Gynecology; Lung cancer screening; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004333006,0.0004357354,0.0007095929,0.0009816122,0.0004734462,0.002179208,0.0007946036,0.002982654,0.04853714],"category_scores_gemma":[0.03096236,0.0002556069,0.00114977,0.0006047289,0.0005170302,0.0013034,0.0007514277,0.003456717,0.01134389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001743698,"about_ca_system_score_gemma":0.002503647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001724044,"about_ca_topic_score_gemma":0.0035154,"domain_scores_codex":[0.9975274,0.0009989537,0.0002812443,0.0002711097,0.0007226842,0.0001986017],"domain_scores_gemma":[0.9880035,0.006101872,0.001042236,0.0004835354,0.003341547,0.001027427],"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":[0.0004072175,0.00005383806,0.001172242,0.001130546,0.00009031255,0.0001547423,0.00003090524,0.0001173479,0.0001885191,0.003007925,0.8394215,0.1542248],"study_design_scores_gemma":[0.0004098788,0.0002031744,0.002852484,0.003615971,0.0001872366,0.0006550648,0.00007778201,0.0002535454,0.000441896,0.004887641,0.9863891,0.00002628273],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004983903,0.1892521,0.003557054,0.5893129,0.1089512,0.0003283526,0.002823127,0.0003510211,0.1004403],"genre_scores_gemma":[0.0847161,0.2146749,0.00396821,0.3709944,0.2002186,0.0006069251,0.003602935,0.0002370629,0.120981],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04853714,"threshold_uncertainty_score":0.1623729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04597426171861705,"score_gpt":0.3824809477808591,"score_spread":0.336506686062242,"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."}}