{"id":"W3200200641","doi":"10.1093/dote/doab052.714","title":"714 UTILITY, TECHNIQUES, AND OUTCOMES FOR THORACIC DRAINAGE AFTER OESOPHAGECTOMY: A SYSTEMATIC REVIEW","year":2021,"lang":"en","type":"review","venue":"Diseases of the Esophagus","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Drainage; Surgery; Jadad scale; Cochrane Library; General surgery; Randomized controlled trial","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":[0.0002821932,0.0005722842,0.004945988,0.00009050209,0.00006454022,0.00003211923,0.000290547,0.0001529594,0.00006306984],"category_scores_gemma":[0.0005368439,0.0002927433,0.002378247,0.0002701685,0.0001131589,0.00004266009,0.0002592553,0.0001556296,0.000005122382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002216082,"about_ca_system_score_gemma":0.000399457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009804984,"about_ca_topic_score_gemma":0.000001698871,"domain_scores_codex":[0.9975297,0.0003103896,0.0009643793,0.0005557766,0.0003747643,0.0002649836],"domain_scores_gemma":[0.9969817,0.0005537925,0.0006297164,0.001501525,0.0001493595,0.0001838524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001473402,0.000329148,0.001932667,0.9480505,0.001312508,0.0001509768,0.000006978762,1.501889e-9,4.816283e-10,0.00005787963,0.0007983838,0.04734623],"study_design_scores_gemma":[0.0003309352,0.0001023213,0.0005445074,0.9252058,0.06265678,0.0001056789,0.000003363574,5.079081e-7,0.000003033527,0.00009001773,0.01071967,0.0002373505],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001073001,0.9870617,0.000002099975,0.0002532856,0.0001444493,0.01139767,0.001055311,0.00005696513,0.00002744376],"genre_scores_gemma":[0.000660952,0.9883324,0.0001251836,0.0004337345,0.00008541179,0.00952712,0.0001599278,0.00008025216,0.0005950389],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06134427,"threshold_uncertainty_score":0.9999525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02429408494632406,"score_gpt":0.3813904518190229,"score_spread":0.3570963668726989,"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."}}