{"id":"W4237571949","doi":"10.1016/j.athoracsur.2004.05.077","title":"Invited commentary","year":2004,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Carcinoembryonic antigen; Adenocarcinoma; Stage (stratigraphy); Lung cancer; Carcinoma; Internal medicine; Oncology; Incidence (geometry); Lung; Disease; Cancer; Gastroenterology; Radiology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009158585,0.001348003,0.002105515,0.001506086,0.006892493,0.007657051,0.004266186,0.09259609,0.03557111],"category_scores_gemma":[0.07147451,0.001070963,0.002965702,0.001092695,0.003253996,0.00423492,0.004343421,0.05082384,0.01679276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00814534,"about_ca_system_score_gemma":0.01172638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01095511,"about_ca_topic_score_gemma":0.0177285,"domain_scores_codex":[0.9903149,0.002270572,0.0006838354,0.001428181,0.003351895,0.001950478],"domain_scores_gemma":[0.9666722,0.01692184,0.001733746,0.001143528,0.007835945,0.00569279],"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":[0.00001982807,0.000004026837,0.00005798262,0.00004172362,0.000007783266,0.0001669032,0.00004749458,0.000007968623,0.00002674871,0.0006422576,0.9976397,0.001337692],"study_design_scores_gemma":[0.00008006226,0.0000204543,0.0005101475,0.0004026225,0.00004397455,0.0003125111,0.0002908624,0.00003829742,0.00009253312,0.001877902,0.9962999,0.00003084259],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001589855,0.001977286,0.00003607798,0.8642215,0.1281115,0.00002395086,0.00007018307,0.00001817511,0.005382381],"genre_scores_gemma":[0.001267171,0.0007249824,0.00004421,0.9296198,0.05106193,0.00004797399,0.00002784737,0.00002171226,0.01718427],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9644289,"threshold_uncertainty_score":0.1189972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.121051056915521,"score_gpt":0.4085044101767459,"score_spread":0.2874533532612248,"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."}}