{"id":"W2917295253","doi":"10.1002/cncr.32026","title":"Treatment capacity required for full‐scale implementation of lung cancer screening in the United States","year":2019,"lang":"en","type":"article","venue":"Cancer","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Medicine; Medicaid; Lung cancer screening; Lung cancer; Smoking cessation; Cancer; Task force; Environmental health; Family medicine; Health care; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008861297,0.0001204338,0.0002409028,0.00007671914,0.00003409853,0.000008735477,0.00005003203,0.00003354103,0.0003019441],"category_scores_gemma":[0.000002625204,0.00007464003,0.0000831144,0.0002064868,0.00002586598,0.00005075052,0.000007452007,0.00003780662,0.000001125345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005833284,"about_ca_system_score_gemma":0.00012452,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02151212,"about_ca_topic_score_gemma":0.00834281,"domain_scores_codex":[0.9992145,0.00002889872,0.0002138479,0.0001943665,0.0001482378,0.0002001222],"domain_scores_gemma":[0.9994788,0.00009088306,0.00010517,0.000198973,0.00008866785,0.00003756056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003468895,0.0001642919,0.9766559,0.0002445163,0.0003131892,0.000001885086,0.005390111,0.0005955189,0.001051151,0.0000909466,0.001779751,0.01336585],"study_design_scores_gemma":[0.02209979,0.002173494,0.8892173,0.0008771543,0.001222163,0.000005378295,0.007132184,0.005693182,0.03940422,0.00007987941,0.03178185,0.0003133724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931269,0.00123029,0.00006565743,0.003330436,0.0001405397,0.001733953,0.00028621,0.00001125975,0.00007478766],"genre_scores_gemma":[0.9954689,0.001485982,0.0002460415,0.0004784363,0.0000934298,0.001873671,0.0002056404,0.00001577761,0.0001321657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08743857,"threshold_uncertainty_score":0.9850037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04377053887935887,"score_gpt":0.3803401291932856,"score_spread":0.3365695903139267,"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."}}