{"id":"W2969239961","doi":"10.21037/jtd.2019.08.13","title":"Hybrid esophagectomy: the best of both worlds","year":2019,"lang":"en","type":"letter","venue":"Journal of Thoracic Disease","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Montreal General Hospital","funders":"","keywords":"Medicine; Esophagectomy; General surgery; World Wide Web; Internal medicine; Esophageal cancer; Computer science; 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":[0.004750326,0.0004278341,0.001285312,0.0003148534,0.0007225014,0.001810134,0.0006482055,0.008089543,0.003621968],"category_scores_gemma":[0.01184986,0.0001654144,0.0006886871,0.000333786,0.001132803,0.002526565,0.0007675374,0.007772471,0.001385093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005651297,"about_ca_system_score_gemma":0.0005217049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004145947,"about_ca_topic_score_gemma":0.000802719,"domain_scores_codex":[0.9980386,0.0008949682,0.0002729147,0.0002311431,0.0004384763,0.0001239748],"domain_scores_gemma":[0.9920452,0.006402266,0.0003543851,0.0002332352,0.0005069922,0.0004579345],"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":[0.01295348,0.0006618986,0.007936707,0.002721654,0.0008427621,0.004605564,0.0003359361,0.0006526405,0.004331731,0.01548679,0.3565766,0.5928943],"study_design_scores_gemma":[0.01510124,0.007416805,0.009616503,0.004626068,0.00167919,0.01882658,0.001644292,0.002490598,0.004978947,0.07201785,0.8612939,0.0003081327],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01706642,0.07538682,0.001879062,0.8772917,0.02174485,0.00005750077,0.000143721,0.00004399229,0.006385826],"genre_scores_gemma":[0.1273527,0.04284419,0.002826396,0.72596,0.09588137,0.000157761,0.0001138005,0.00002495404,0.004838853],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.008089543,"threshold_uncertainty_score":0.0251224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02647981159556834,"score_gpt":0.3590658145258386,"score_spread":0.3325860029302702,"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."}}