{"id":"W3009541336","doi":"10.21037/vats.2020.01.07","title":"Vein first lobectomy provides survival advantage: too good to be true?","year":2020,"lang":"en","type":"article","venue":"Video-Assisted Thoracic Surgery","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000914619,0.0005443154,0.001557748,0.0003766538,0.0002642045,0.0001562578,0.0002852773,0.0001955189,0.0007592914],"category_scores_gemma":[0.001613246,0.0004997854,0.0005430461,0.001375778,0.000086504,0.0002929621,0.0002928207,0.0003737361,0.0005715921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002039263,"about_ca_system_score_gemma":0.000309187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002105874,"about_ca_topic_score_gemma":0.0001980783,"domain_scores_codex":[0.996015,0.0002244566,0.000910536,0.001027331,0.0009206811,0.0009020144],"domain_scores_gemma":[0.9967819,0.0009447477,0.0002484435,0.0008317095,0.0001999015,0.0009932425],"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":[0.002188063,0.003289517,0.1247342,0.003753605,0.001479179,0.002636984,0.002830967,0.00006820761,0.005454889,0.0008735732,0.5934172,0.2592736],"study_design_scores_gemma":[0.0007470535,0.0005794175,0.227111,0.0006277394,0.0007038455,0.00004135099,0.001563987,0.0001316285,0.006735324,0.00003039018,0.7608008,0.0009274826],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8551461,0.001030146,0.0008468389,0.1205183,0.0017366,0.002273366,0.0000851157,0.0009993454,0.01736425],"genre_scores_gemma":[0.9746713,0.0002573066,0.000918393,0.02184215,0.0007421058,0.0003157351,0.0001384546,0.0001407535,0.0009738217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2583461,"threshold_uncertainty_score":0.9997454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06626034681166643,"score_gpt":0.3165930935759004,"score_spread":0.2503327467642339,"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."}}