{"id":"W2954866799","doi":"10.1016/j.soard.2019.06.030","title":"Bariatric surgery outcomes in oxygen-dependent patients: analysis of the MBSAQIP database","year":2019,"lang":"en","type":"article","venue":"Surgery for Obesity and Related Diseases","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Medicine; Surgery; Sleeve gastrectomy; Odds ratio; Perioperative; Propensity score matching; Gastric bypass; Bleed; Complication; Adverse effect; Internal medicine; Obesity; Weight loss","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":[0.0007531647,0.0003767887,0.000943438,0.002332468,0.0003905906,0.001099281,0.0008196172,0.0005648828,0.00165002],"category_scores_gemma":[0.003280477,0.0003199095,0.00104122,0.004969717,0.0002238093,0.0009364452,0.001429794,0.0008382953,0.0003380611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007654009,"about_ca_system_score_gemma":0.0009134567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01657245,"about_ca_topic_score_gemma":0.01573705,"domain_scores_codex":[0.9988074,0.0001792168,0.0002165424,0.000337402,0.0002351545,0.0002242474],"domain_scores_gemma":[0.9976181,0.0002878495,0.001340297,0.0001778277,0.0002585002,0.0003172897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002575405,0.00004961333,0.9971956,0.00005189446,0.0002902432,0.00004097965,0.00005413938,0.0000682201,0.00007881231,0.00004784235,0.000776447,0.001088607],"study_design_scores_gemma":[0.00002291532,0.00003330377,0.9991072,0.00001499776,0.00008684723,0.00006552391,0.0001782902,0.0001795291,0.00002406619,0.00002216399,0.0002604153,0.000004787616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777543,0.00056431,0.00008594969,0.0001227385,0.00001223309,0.00003447096,0.02061802,0.000007945624,0.000800018],"genre_scores_gemma":[0.9721485,0.0004868526,0.0001640636,0.0001089702,0.0000376528,0.000104234,0.02669216,0.000009213736,0.0002483943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01657245,"threshold_uncertainty_score":0.03295195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01067502270679353,"score_gpt":0.231677840111564,"score_spread":0.2210028174047705,"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."}}