{"id":"W4214610826","doi":"10.1016/j.athoracsur.2006.10.024","title":"Invited commentary","year":2007,"lang":"en","type":"letter","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":"Hôpital du Saint-Sacrement","funders":"","keywords":"Medicine; Lung cancer; Terminology; Cancer; Cancer staging; Stage (stratigraphy); General surgery; Surgery; Oncology; Internal medicine; Linguistics","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":[0.008097536,0.001494112,0.00291367,0.001379026,0.009057455,0.009809182,0.004508891,0.1245749,0.02065001],"category_scores_gemma":[0.05708554,0.001395178,0.002893864,0.001158313,0.004088295,0.004038687,0.004470228,0.07235993,0.01636324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01138947,"about_ca_system_score_gemma":0.01434912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01383653,"about_ca_topic_score_gemma":0.02400994,"domain_scores_codex":[0.9895195,0.002533381,0.0008064865,0.001334067,0.003455295,0.002351242],"domain_scores_gemma":[0.9792587,0.009638104,0.001359279,0.0005665851,0.004924092,0.004253274],"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":[0.0000137736,0.000005405256,0.00009524226,0.00002382535,0.000007260087,0.000311645,0.00006296558,0.00001443172,0.00002212738,0.0006757305,0.9974834,0.001284137],"study_design_scores_gemma":[0.00007585843,0.00002427232,0.0005601807,0.0003327549,0.00004483991,0.0006193231,0.0004318758,0.000125461,0.000111206,0.002941357,0.9946862,0.00004664739],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001467138,0.001025163,0.00003500027,0.931532,0.06280516,0.00001713141,0.0000411225,0.00001868918,0.004379021],"genre_scores_gemma":[0.0008974239,0.0003851958,0.00003905164,0.9620333,0.02612737,0.0000307591,0.0000183442,0.00001741994,0.01045112],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1245749,"threshold_uncertainty_score":0.08263671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1520778518221091,"score_gpt":0.4172047404340589,"score_spread":0.2651268886119498,"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."}}