{"id":"W2893701952","doi":"10.1016/j.thorsurg.2018.07.009","title":"The Role of Intraoperative Fluorescence Imaging During Esophagectomy","year":2018,"lang":"en","type":"review","venue":"Thoracic surgery clinics/Thorac. surg. clin.","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"National Cancer Institute","keywords":"Indocyanine green; Medicine; Esophagectomy; Vascularity; Anastomosis; Thoracic duct; Lymphadenectomy; Radiology; Surgery; Esophageal cancer; Lymph; Pathology; Cancer","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":["metaepi_narrow"],"category_scores_codex":[0.007631707,0.001359051,0.005620638,0.0007733027,0.0007900509,0.0002125549,0.0008768809,0.0006096335,0.0003528547],"category_scores_gemma":[0.003882052,0.0008906146,0.002989225,0.001697677,0.001394937,0.0003210503,0.0005544016,0.00216972,0.0006890976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005984427,"about_ca_system_score_gemma":0.003626654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001010261,"about_ca_topic_score_gemma":0.00002243144,"domain_scores_codex":[0.9885774,0.002451741,0.003988314,0.001680917,0.001552928,0.001748657],"domain_scores_gemma":[0.9805178,0.01283791,0.00215206,0.002508727,0.001099002,0.0008844926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009522794,0.0004169873,0.008197429,0.008385967,0.001133297,0.001144447,0.00009395864,1.941184e-7,0.000002345041,0.00002515307,0.0007113772,0.9789366],"study_design_scores_gemma":[0.0007919092,0.000546734,0.0009407052,0.04571642,0.004302758,0.0007146338,0.0003755614,0.00008742897,0.002590938,0.0004771383,0.9418001,0.001655713],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001762011,0.992726,0.000005993893,0.000117745,0.001258997,0.002468722,0.0002073169,0.0002202581,0.001232994],"genre_scores_gemma":[0.01008303,0.9851291,0.0003023641,0.00004699827,0.002015473,0.0005355337,0.000304451,0.0003157675,0.00126728],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9772809,"threshold_uncertainty_score":0.999916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06426256134115241,"score_gpt":0.4315911903144466,"score_spread":0.3673286289732942,"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."}}