{"id":"W2171406197","doi":"10.1016/j.thorsurg.2013.01.013","title":"Recent Advances in Screening, Diagnosis, and Staging of Lung Cancer: A Tribute to Robert J. Ginsberg","year":2013,"lang":"en","type":"article","venue":"Thoracic surgery clinics/Thorac. surg. clin.","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; Institut Universitaire de Cardiologie et de Pneumologie de Québec; Université Laval","funders":"","keywords":"Medicine; Lung cancer; Tribute; Life expectancy; Disease; Breast cancer; Cancer; Family medicine; Gerontology; General surgery; Internal medicine; Environmental health; Population","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":[0.01769782,0.001124254,0.002207425,0.00224472,0.00145522,0.005087603,0.002317522,0.005991685,0.005399735],"category_scores_gemma":[0.0541,0.0007141934,0.0007809045,0.001463282,0.006275814,0.006820362,0.00306625,0.02704604,0.00345719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00215736,"about_ca_system_score_gemma":0.004977891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005025364,"about_ca_topic_score_gemma":0.01202159,"domain_scores_codex":[0.9931125,0.001869973,0.0007375354,0.0009871949,0.002961431,0.0003313214],"domain_scores_gemma":[0.9473932,0.02541659,0.001758734,0.001928192,0.01776757,0.005735701],"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":[0.00009351037,0.0000601842,0.001229163,0.0003023244,0.00004288167,0.0001333069,0.0001515049,0.0001459998,0.0001855268,0.005038837,0.8993835,0.09323329],"study_design_scores_gemma":[0.0000676623,0.0001149143,0.002157551,0.001391194,0.00004506907,0.0007411302,0.0003637755,0.0002360349,0.0001886899,0.01120366,0.9834064,0.00008402684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0002407735,0.06470159,0.0005448611,0.8675076,0.06510711,0.00001260752,0.00004084409,0.00002360034,0.001821111],"genre_scores_gemma":[0.008302765,0.1875826,0.002790914,0.5484204,0.2420325,0.00005842042,0.00009910523,0.0001585222,0.01055471],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01769782,"threshold_uncertainty_score":0.09359616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03935572955655476,"score_gpt":0.3958092299213683,"score_spread":0.3564535003648135,"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."}}