{"id":"W4206156877","doi":"10.21037/aoe-20-26","title":"Ivor Lewis minimally invasive esophagectomy","year":2021,"lang":"en","type":"article","venue":"Annals of Esophagus","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Esophagectomy; Invasive surgery; Surgery; General surgery; Esophageal cancer; 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":[0.0005154939,0.000295111,0.0002766114,0.0005566367,0.0003981666,0.0008388942,0.0004462684,0.0003907264,0.002719564],"category_scores_gemma":[0.0008280633,0.0000923312,0.0004831071,0.0002815333,0.0009290945,0.0009309332,0.001320562,0.00193111,0.001213765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005916883,"about_ca_system_score_gemma":0.0007627175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006069691,"about_ca_topic_score_gemma":0.0008478698,"domain_scores_codex":[0.9997078,0.00006081114,0.00003036175,0.00005177544,0.00009515761,0.00005415179],"domain_scores_gemma":[0.9998154,0.00003407174,0.00003275104,0.00001735236,0.00003816873,0.00006233741],"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":[0.0001644379,0.00006225082,0.01122274,0.0008290704,0.00007733651,0.006650611,0.001343802,0.001044709,0.01624418,0.05451018,0.05231295,0.8555378],"study_design_scores_gemma":[0.00004182039,0.0007831602,0.008424869,0.001426236,0.0000608088,0.09723779,0.001116681,0.001388984,0.006352288,0.02363992,0.8594068,0.0001205286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.119713,0.09876021,0.2641756,0.03813217,0.0100656,0.000433413,0.0003866558,0.002088745,0.4662446],"genre_scores_gemma":[0.5664415,0.09666985,0.1293571,0.02604063,0.006327487,0.0003565549,0.0003993172,0.00037071,0.1740369],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002719564,"threshold_uncertainty_score":0.009097815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07418193997773725,"score_gpt":0.3736881168424931,"score_spread":0.2995061768647559,"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."}}