{"id":"W3185303043","doi":"10.1097/sga.0000000000000574","title":"Identifying Predictors of Airway Complications During Conscious Sedation Procedures","year":2021,"lang":"en","type":"article","venue":"Gastroenterology Nursing","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sedation; Airway; Medicine; Anesthesia; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009598688,0.0001103405,0.0002520459,0.0002004592,0.0001245732,0.00001262523,0.00008354584,0.00006661154,0.00007584615],"category_scores_gemma":[0.0002054767,0.0001195155,0.00008064535,0.0001960761,0.0003624016,0.0000942222,0.00004869375,0.0002215426,0.000009809919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001611281,"about_ca_system_score_gemma":0.00006489757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003323132,"about_ca_topic_score_gemma":0.00002151853,"domain_scores_codex":[0.9986693,0.0001039507,0.0003148282,0.0003099628,0.0002510797,0.0003509398],"domain_scores_gemma":[0.9990786,0.0000349716,0.0001203538,0.0002951403,0.0003548739,0.0001160735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002617279,0.0002745144,0.6071073,0.0001852712,0.0001243355,0.00002887777,0.0006282465,0.00002016296,0.3905315,0.00008434776,0.00007882899,0.000674937],"study_design_scores_gemma":[0.001750778,0.0001882356,0.9073322,0.0003042133,0.0001087452,0.0009092413,0.0009610943,0.0002268595,0.08806472,0.0001015375,0.000006118414,0.0000462229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923953,0.0001066916,0.00414912,0.002108644,0.0002592244,0.0002618515,0.00001337948,0.00005650301,0.0006492686],"genre_scores_gemma":[0.9970952,0.000009499433,0.002558423,0.00008354081,0.00008835805,0.00001891961,0.00006864125,0.00002007058,0.00005731588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3024668,"threshold_uncertainty_score":0.48737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01984955682828369,"score_gpt":0.3161200446240928,"score_spread":0.2962704877958091,"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."}}