{"id":"W4386317961","doi":"10.1093/dote/doad052.213","title":"416. FEASIBILITY STUDY ON THE INTRA-OPERATIVE USE OF IMPEDANCE PLANIMETRY (ENDOFLIP) TO ASSESS PYLORIC FUNCTION DURING ESOPHAGECTOMY","year":2023,"lang":"en","type":"article","venue":"Diseases of the Esophagus","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Pylorus; Esophagectomy; Balloon; Lumen (anatomy); Pyloroplasty; Anastomosis; Surgery; Esophageal cancer; Stomach; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008856467,0.0002970262,0.0001944822,0.000352502,0.0002640157,0.0002903116,0.0001708308,0.0003941476,0.001505992],"category_scores_gemma":[0.002303726,0.000209012,0.0002757133,0.00015799,0.0002936955,0.0004225206,0.0003207426,0.0003569783,0.0004548173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001405131,"about_ca_system_score_gemma":0.0002722444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003622397,"about_ca_topic_score_gemma":0.0003758237,"domain_scores_codex":[0.999667,0.000128993,0.00002586247,0.00006428619,0.00006213896,0.00005168813],"domain_scores_gemma":[0.9987227,0.0004403644,0.0002220709,0.0001080657,0.000145576,0.0003612223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009516133,0.003061222,0.9406748,0.00006212205,0.00002964399,0.002033545,0.0007809373,0.0001311602,0.02769091,0.00006634309,0.000149988,0.01580313],"study_design_scores_gemma":[0.0003018791,0.03439676,0.9581801,0.000008359246,0.00003349667,0.002212549,0.0005172896,0.00067088,0.003086291,0.00003755551,0.0005313744,0.00002336256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993954,0.00003222141,0.0002226154,0.00001423464,0.000003954618,0.00003867874,0.00002864003,0.000002387233,0.0002618632],"genre_scores_gemma":[0.9992558,0.00002546485,0.0004117386,0.00002693156,0.00001195853,0.00004877978,0.00006728457,0.000001506329,0.0001505641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001505992,"threshold_uncertainty_score":0.005038083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09950400942127058,"score_gpt":0.3730644341123521,"score_spread":0.2735604246910815,"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."}}