{"id":"W1904917079","doi":"10.1164/rccm.200301-144oc","title":"Lung Cancer Screening","year":2003,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":123,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; BC Cancer Agency","funders":"National Cancer Institute","keywords":"Medicine; Sputum; Atypia; Lung cancer; Lung cancer screening; Cancer; Bronchoscopy; Carcinoma; Carcinoma in situ; Radiology; Lung; Pathology; Nuclear medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002795023,0.0001394651,0.0005332596,0.0001180444,0.00007605006,0.000008384905,0.00004270065,0.00003033356,0.0002586253],"category_scores_gemma":[0.0005154284,0.00009022762,0.00008575156,0.0001967921,0.000653068,0.00006602477,0.000008867781,0.0002484706,5.208104e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001137688,"about_ca_system_score_gemma":0.0001777558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000331237,"about_ca_topic_score_gemma":0.000004409053,"domain_scores_codex":[0.9988005,0.0001097285,0.0003565452,0.0001552612,0.0003666153,0.0002113294],"domain_scores_gemma":[0.9986166,0.0002587159,0.0001206098,0.000126171,0.0004317847,0.000446087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004408026,0.0001342925,0.7325721,0.0004160197,0.0003283938,0.001055718,0.001508681,0.000003724801,0.0004701264,0.003493316,0.003623392,0.2559534],"study_design_scores_gemma":[0.02400512,0.06094058,0.3632099,0.01162603,0.008893357,0.003395221,0.05603661,0.00003049888,0.008003949,0.0003504473,0.4624279,0.001080413],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8815177,0.1054155,0.0009254811,0.008770169,0.000390583,0.0001460629,0.000005027903,0.00001414752,0.002815286],"genre_scores_gemma":[0.9927677,0.0005965335,0.0007499309,0.005388151,0.0004596706,0.000008386991,4.600803e-7,0.00001532491,0.00001384873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4588045,"threshold_uncertainty_score":0.3679376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02156789842108509,"score_gpt":0.3637612303040074,"score_spread":0.3421933318829223,"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."}}