{"id":"W4241208295","doi":"10.1016/j.athoracsur.2011.04.079","title":"Invited Commentary","year":2011,"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":"Saskatchewan Health Authority","funders":"","keywords":"Medicine; Mediastinoscopy; Radiology; Biopsy; Lung cancer; Endobronchial ultrasound; Bronchoscopy; Sarcoidosis; Pathology","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":[0.007700277,0.001610628,0.002801351,0.001469835,0.01035108,0.01080484,0.004102019,0.1252671,0.02180715],"category_scores_gemma":[0.06481377,0.001502114,0.002868176,0.001188378,0.0043783,0.004683438,0.004859531,0.07378154,0.01574794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01269458,"about_ca_system_score_gemma":0.01550488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01615311,"about_ca_topic_score_gemma":0.02627788,"domain_scores_codex":[0.9888489,0.002577063,0.0009129283,0.001474382,0.003541009,0.00264571],"domain_scores_gemma":[0.9776407,0.01012067,0.001693378,0.0006036314,0.004898654,0.005042859],"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":[0.00001517183,0.000005711295,0.0001137997,0.00002817624,0.000008010195,0.0003654535,0.00007779227,0.00001644007,0.00002468806,0.0006725319,0.9971794,0.001492885],"study_design_scores_gemma":[0.00007263701,0.00002523819,0.0006309144,0.0003972232,0.00004450446,0.0007044083,0.000490789,0.0001315251,0.0001039828,0.003004365,0.9943371,0.0000573029],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001277057,0.001000775,0.00002917258,0.940604,0.05458086,0.00001323055,0.00003780437,0.00001590745,0.003590462],"genre_scores_gemma":[0.0009740985,0.0004310125,0.00003404867,0.9584047,0.0294516,0.00002929365,0.00001828913,0.00001555867,0.01064142],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1252671,"threshold_uncertainty_score":0.09210604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1740828162004665,"score_gpt":0.3927995593979779,"score_spread":0.2187167431975114,"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."}}