{"id":"W2148499866","doi":"10.1016/j.ccm.2009.08.004","title":"Early Diagnosis of Lung Cancer","year":2010,"lang":"en","type":"review","venue":"Clinics in Chest Medicine","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Lung cancer; Cancer; Intensive care medicine; Pathology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008769454,0.0009429919,0.002354773,0.003112097,0.0002341401,0.0009681917,0.001136115,0.001183408,0.003952637],"category_scores_gemma":[0.002162137,0.0004459416,0.001098906,0.002143634,0.0005138402,0.001220698,0.0007342828,0.001784531,0.001251717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008604627,"about_ca_system_score_gemma":0.001671414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003351395,"about_ca_topic_score_gemma":0.007700364,"domain_scores_codex":[0.999492,0.0001078495,0.0000886589,0.00009369187,0.0001836034,0.00003416749],"domain_scores_gemma":[0.9987174,0.0007505016,0.0002161032,0.00002475093,0.0002332107,0.00005797367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009412337,0.00007321686,0.0007680862,0.04284226,0.0002209221,0.0002231605,0.00003754348,0.0001772516,0.0005830427,0.0007751572,0.02237171,0.9318336],"study_design_scores_gemma":[0.0001678689,0.000334024,0.01133625,0.05950569,0.002050142,0.005363239,0.0001964028,0.0002790579,0.000902424,0.001713683,0.9180757,0.0000754929],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006612521,0.9992641,0.00004760767,0.0001252858,0.0001104828,0.000003525411,0.00001075387,0.000002817796,0.0003693277],"genre_scores_gemma":[0.0008507669,0.9984499,0.0001166617,0.0002399276,0.0001484075,0.000003571932,0.0000253267,8.025929e-7,0.0001645175],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003952637,"threshold_uncertainty_score":0.01322293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08973396154238611,"score_gpt":0.4700963052475228,"score_spread":0.3803623437051367,"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."}}