{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007212851,0.0001038526,0.0002995909,0.000424076,0.0002237261,0.0009414285,0.0002524807,0.0002446236,0.00188304],"category_scores_gemma":[0.002355737,0.00007586821,0.0003377431,0.0004697946,0.0003732764,0.0009728961,0.0004934063,0.0004815494,0.0002427561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003026657,"about_ca_system_score_gemma":0.0004368942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005838853,"about_ca_topic_score_gemma":0.002088737,"domain_scores_codex":[0.9997003,0.00008679591,0.00002896724,0.00005310015,0.00008072134,0.00005024258],"domain_scores_gemma":[0.9985328,0.0004523134,0.0004656768,0.0001169029,0.00009558882,0.000336766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001288063,0.0002520986,0.6761684,0.0003652672,0.0002195964,0.007428467,0.0002501855,0.0005285659,0.004305101,0.002178072,0.004191947,0.3028241],"study_design_scores_gemma":[0.0001026394,0.001620458,0.9406497,0.0007574687,0.0002135974,0.02902102,0.001097537,0.001963585,0.001263348,0.005668338,0.01758134,0.00006095362],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661086,0.02008745,0.003349849,0.003261964,0.0001685617,0.00001821139,0.0005646053,0.00004068754,0.006399939],"genre_scores_gemma":[0.9920493,0.004652171,0.001174534,0.0006302405,0.0004021935,0.000008223635,0.0005828031,0.00000565304,0.0004948049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00188304,"threshold_uncertainty_score":0.006299376,"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."}}