{"id":"W3035764508","doi":"10.1007/s00464-020-07696-0","title":"Transition from open to minimally invasive en bloc esophagectomy can be achieved without compromising surgical quality","year":2020,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Esophagectomy; Surgery; Esophageal cancer; General surgery; 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":[0.000757026,0.0001974831,0.000353154,0.0003099777,0.0003505175,0.001554348,0.0003095123,0.0003793578,0.005519064],"category_scores_gemma":[0.002048923,0.00009425027,0.0006144857,0.0002305269,0.00033174,0.001035917,0.001210899,0.0008246435,0.001436347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002595692,"about_ca_system_score_gemma":0.000310937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003143064,"about_ca_topic_score_gemma":0.000880152,"domain_scores_codex":[0.9996405,0.00006564008,0.00003562207,0.00006994271,0.00007513131,0.0001132747],"domain_scores_gemma":[0.9991475,0.0002865663,0.0001669793,0.0001155704,0.00009776733,0.0001854905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005425304,0.001435054,0.09171678,0.0008781368,0.000296144,0.004050383,0.001203885,0.002185926,0.1351188,0.007826125,0.009732036,0.7401315],"study_design_scores_gemma":[0.0003485456,0.006845628,0.8402411,0.0005340201,0.0003575432,0.02365289,0.004141931,0.006384628,0.03570275,0.01889038,0.06274653,0.0001540147],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9351634,0.004573645,0.0304872,0.002471415,0.0005723726,0.0001061457,0.0004219135,0.0004473937,0.02575648],"genre_scores_gemma":[0.988755,0.0008613695,0.005976023,0.0006718673,0.0001060991,0.0000359642,0.0004139523,0.00005754225,0.003122173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005519064,"threshold_uncertainty_score":0.01846308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06522910220557995,"score_gpt":0.3844825779134071,"score_spread":0.3192534757078271,"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."}}