{"id":"W4298008063","doi":"10.14740/jocmr4804","title":"Severe Obesity and Prolonged Postoperative Mechanical Ventilation in Elderly Vascular Surgery Patients","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Mechanical ventilation; Obesity; Surgery; Vascular surgery; Ventilation (architecture); Anesthesia; Cardiac surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004660558,0.0002146414,0.0001991769,0.0004360065,0.0002790808,0.0003857581,0.0001691306,0.0002721629,0.001110061],"category_scores_gemma":[0.001923586,0.0001430243,0.0004047524,0.0005376639,0.0001965041,0.0002333405,0.0004122519,0.0006276335,0.00009848557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001622887,"about_ca_system_score_gemma":0.0002921336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001754,"about_ca_topic_score_gemma":0.002165764,"domain_scores_codex":[0.9997461,0.00007508561,0.00004002167,0.00003832833,0.00005058688,0.0000498121],"domain_scores_gemma":[0.9982362,0.0002285885,0.001084241,0.00004893472,0.00009564649,0.0003064017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004405106,0.00001023035,0.9992533,0.000006483239,0.00002089662,0.00004069362,0.00001319592,0.0000183959,0.00004518334,0.000007217176,0.00004035669,0.0004998904],"study_design_scores_gemma":[0.000003492397,0.00006056625,0.9992748,0.00001025481,0.00001726566,0.0003126707,0.0000756223,0.000133845,0.00001645274,0.00002313728,0.00006945161,0.000002443708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991173,0.0004306565,0.00004937519,0.0000967031,0.00000925787,0.000002911252,0.0000990943,0.00000130654,0.0001932936],"genre_scores_gemma":[0.9996705,0.0001432472,0.00004360161,0.00002194259,0.00001652688,0.000001852539,0.00007347847,4.664161e-7,0.00002838391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001754,"threshold_uncertainty_score":0.003713489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1649969280818794,"score_gpt":0.4604933481108936,"score_spread":0.2954964200290142,"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."}}