{"id":"W4388306898","doi":"10.1007/978-3-031-39086-9_17","title":"Minimally Invasive McKeown Esophagectomy","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Blood loss; Esophagectomy; Surgery; General surgery; Esophageal cancer; 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":[0.0001294358,0.0003004587,0.0002527192,0.0003112122,0.000230773,0.0005095238,0.0003067708,0.0003956791,0.03330542],"category_scores_gemma":[0.0001868786,0.0001121863,0.0002774415,0.0002485581,0.0002095951,0.0006789928,0.0005375955,0.0009634169,0.007719509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000239495,"about_ca_system_score_gemma":0.0002336261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003696404,"about_ca_topic_score_gemma":0.002497948,"domain_scores_codex":[0.9999608,0.000004563373,0.000002216879,0.000006824366,0.00002053508,0.000005109186],"domain_scores_gemma":[0.9999651,0.00001772061,0.000002430136,0.000004540923,0.000004504258,0.000005798598],"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":[0.00005289685,0.0000432836,0.0002755649,0.000415793,0.000014766,0.001041035,0.000113711,0.0005201273,0.005828095,0.02879798,0.1630903,0.7998065],"study_design_scores_gemma":[0.000004731969,0.00005405705,0.001544191,0.0002334909,0.000007774936,0.006326763,0.00003825345,0.0002117729,0.001043483,0.006471242,0.9840547,0.000009455744],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005965405,0.0641818,0.02232267,0.003361948,0.003457169,0.00004929675,0.0002786344,0.0003433382,0.9000397],"genre_scores_gemma":[0.01544642,0.03034214,0.00969322,0.001717158,0.001106768,0.00003597769,0.0002492293,0.0001116652,0.9412974],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03330542,"threshold_uncertainty_score":0.1114178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04653124349848223,"score_gpt":0.3126932830130714,"score_spread":0.2661620395145892,"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."}}