{"id":"W4400642289","doi":"10.1007/s00464-024-11052-x","title":"Ambulatory bariatric surgery: a prospective single-center experience","year":2024,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Montreal General Hospital; McGill University","funders":"","keywords":"Ambulatory; Medicine; Center (category theory); Surgery; Prospective cohort study; Single Center; General surgery","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":[0.00157899,0.0005376486,0.001000467,0.0008851637,0.001412634,0.001463427,0.0006152645,0.000804427,0.003065567],"category_scores_gemma":[0.002265019,0.000493445,0.0006967843,0.001728097,0.0008829698,0.00215196,0.001346035,0.0009049002,0.0006612625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008578505,"about_ca_system_score_gemma":0.001080867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005028664,"about_ca_topic_score_gemma":0.007902886,"domain_scores_codex":[0.9984868,0.000413743,0.0001482229,0.0003714878,0.0002310223,0.0003487461],"domain_scores_gemma":[0.9973239,0.0004826276,0.0006878233,0.0002398209,0.000335311,0.0009306426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000830043,0.001678906,0.9925372,0.00002509593,0.00008925531,0.0006152981,0.000437433,0.00007267202,0.000362867,0.00004912225,0.0002940423,0.003008107],"study_design_scores_gemma":[0.0002177445,0.003002186,0.9912635,0.0000298305,0.00008172586,0.001905843,0.002628495,0.0002727692,0.0001312604,0.00006579181,0.0003660321,0.0000347936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991274,0.0001421097,0.00009940842,0.0000353673,0.000005740414,0.00002306734,0.000217607,0.000002586356,0.000346691],"genre_scores_gemma":[0.9988,0.000166247,0.0001941305,0.00006586302,0.00002702871,0.00002070968,0.0005535888,0.000005052207,0.0001672413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005028664,"threshold_uncertainty_score":0.01025534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02563728434860474,"score_gpt":0.2912105578379072,"score_spread":0.2655732734893025,"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."}}