{"id":"W4229023123","doi":"10.1093/dote/doac024","title":"Open left thoracoabdominal esophagectomy a viable option in the era of minimally invasive esophagectomy","year":2022,"lang":"en","type":"article","venue":"Diseases of the Esophagus","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Esophagectomy; Esophageal cancer; Surgery; Neoadjuvant therapy; Cancer; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.0006643432,0.0002660307,0.0005942016,0.0001613506,0.0003317129,0.00004907116,0.001690938,0.00004365563,0.0009077542],"category_scores_gemma":[0.0003576475,0.0001672645,0.0003864213,0.0007579118,0.0002868272,0.0002089828,0.001166626,0.0005396305,0.00001184575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002915982,"about_ca_system_score_gemma":0.001059318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008384744,"about_ca_topic_score_gemma":0.00007392507,"domain_scores_codex":[0.9967074,0.0006491842,0.0005410296,0.0004381407,0.00121921,0.0004449778],"domain_scores_gemma":[0.9978561,0.0004624935,0.0003361833,0.001027955,0.0001453302,0.0001719388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007408297,0.004483648,0.9770062,0.000550398,0.0004277887,0.001330496,0.001528559,0.0006661777,0.0003315139,0.00102523,0.00244283,0.002798862],"study_design_scores_gemma":[0.006983061,0.002152157,0.9694378,0.0002046791,0.0004584235,0.0001423857,0.001431782,0.0001661298,0.0165504,0.002256589,0.00003625547,0.0001802991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8223541,0.1703294,0.00000413761,0.002263455,0.000202529,0.003866142,0.0005425923,0.00002493223,0.0004126639],"genre_scores_gemma":[0.9979125,0.00008822009,0.0002123524,0.0005896655,0.00007689904,0.0005717569,0.0000766094,0.00003477237,0.0004372768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1755583,"threshold_uncertainty_score":0.9939272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01843995538614094,"score_gpt":0.3169375784730297,"score_spread":0.2984976230868887,"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."}}