{"id":"W2017021864","doi":"10.1007/s00464-006-9141-4","title":"A research agenda for gastrointestinal and endoscopic surgery","year":2007,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Abdominal surgery; GERD; General surgery; Family medicine; Surgery; Internal medicine; Disease; Reflux","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003927408,0.0001741374,0.0005000781,0.0003798924,0.0001892696,0.00002972823,0.00006398057,0.00009379269,0.0003035602],"category_scores_gemma":[0.001545603,0.0001407707,0.0002078278,0.0004786241,0.0002237221,0.00006790917,0.00005784157,0.0004087962,0.00003563457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005924764,"about_ca_system_score_gemma":0.0002127409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000519393,"about_ca_topic_score_gemma":0.000006935075,"domain_scores_codex":[0.9977473,0.0001024265,0.0004423329,0.0003991611,0.0004340023,0.0008748039],"domain_scores_gemma":[0.9889015,0.01021621,0.00005584481,0.0002442738,0.0001844455,0.0003977434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007831196,0.0004931638,0.9288244,0.000647047,0.0001077819,0.00448897,0.0001499931,5.159159e-7,0.001847593,0.01426843,0.01739574,0.02394513],"study_design_scores_gemma":[0.0255727,0.001858253,0.4020286,0.001055937,0.0002118826,0.006589602,0.0008210848,0.0001495369,0.02364597,0.002120555,0.5352213,0.0007246278],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883414,0.001039907,0.0007873162,0.001275418,0.0004052018,0.0005380248,0.00001073325,0.0001100785,0.00749192],"genre_scores_gemma":[0.9913432,0.0001043043,0.005488881,0.0002631518,0.000707533,0.00003968403,0.00002676624,0.00003290272,0.001993602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5267959,"threshold_uncertainty_score":0.5740464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09085092375538907,"score_gpt":0.3938811587682888,"score_spread":0.3030302350128998,"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."}}