{"id":"W4243520421","doi":"10.1093/icvts/ivu167.44","title":"F-044 * COMPLETE THORACOSCOPIC LOBECTOMY FOR CANCER: COMPARATIVE STUDY OF THREE-DIMENSIONAL HIGH DEFINITION WITH TWO-DIMENSIONAL HIGH DEFINITION VIDEO SYSTEM","year":2014,"lang":"en","type":"article","venue":"Interactive Cardiovascular and Thoracic Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lung cancer; Surgery; Chest tube; Cardiothoracic surgery; Thoracoscopy; Pneumonectomy; Video-assisted thoracoscopic surgery; Oncology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007113515,0.0004116455,0.001701238,0.0002530378,0.0002081213,0.00003548175,0.00005483524,0.00008388058,0.00002823541],"category_scores_gemma":[0.00005698624,0.0003092797,0.0005870212,0.0002415728,0.0001216781,0.0001992375,0.00005228015,0.0002020959,0.000008734417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003484259,"about_ca_system_score_gemma":0.0001637625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003110431,"about_ca_topic_score_gemma":0.0004577031,"domain_scores_codex":[0.997246,0.0004433737,0.0005448391,0.0007290446,0.0007143848,0.0003223587],"domain_scores_gemma":[0.9962823,0.001897509,0.0003231959,0.0004784342,0.0008533425,0.0001652299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05743847,0.01489105,0.5812234,0.009477569,0.1622227,0.001331403,0.003746912,0.02852168,0.001848211,0.006506428,0.002919993,0.1298722],"study_design_scores_gemma":[0.0322,0.01013014,0.8467488,0.02099969,0.03812955,0.001419544,0.003588871,0.006567031,0.03423383,0.001937171,0.001400596,0.002644733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929093,0.002655313,0.001555684,0.0000980396,0.0005868129,0.001716119,0.00023047,0.00006734462,0.0001809638],"genre_scores_gemma":[0.9969627,0.00003043582,0.00106429,0.00009560362,0.0002605575,0.001161869,0.0003724398,0.00004835666,0.000003717993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2655255,"threshold_uncertainty_score":0.9999359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05743299737619567,"score_gpt":0.312933370064056,"score_spread":0.2555003726878604,"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."}}