{"id":"W4317035511","doi":"10.1186/s13054-023-04304-0","title":"Effect of apneic oxygenation with intubation to reduce severe desaturation and adverse tracheal intubation-associated events in critically ill children","year":2023,"lang":"en","type":"article","venue":"Critical Care","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of British Columbia","funders":"Agency for Healthcare Research and Quality; Children's Hospital of Philadelphia","keywords":"Medicine; Critically ill; Intubation; Tracheal intubation; Anesthesia; Adverse effect; Oxygenation; Intensive care medicine; Internal medicine","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":[0.001910818,0.0002519044,0.00029739,0.0003548549,0.000235486,0.0004385534,0.000460046,0.0002620421,0.001224689],"category_scores_gemma":[0.01134569,0.0001202318,0.0006655941,0.0002951827,0.0002367625,0.000396922,0.0007474063,0.0008035318,0.00008043049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009964824,"about_ca_system_score_gemma":0.003227977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007477994,"about_ca_topic_score_gemma":0.01174342,"domain_scores_codex":[0.9985044,0.0007091406,0.0001704188,0.0001386043,0.0002685743,0.0002088721],"domain_scores_gemma":[0.9948645,0.0008927207,0.002373284,0.0001407223,0.0005640175,0.001164713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.003781805,0.003674211,0.7110819,0.001859124,0.0008833766,0.0001711777,0.0008600233,0.001492434,0.002002692,0.0002819323,0.004372586,0.2695387],"study_design_scores_gemma":[0.000522392,0.006733061,0.9877409,0.0005300454,0.0002338699,0.0001111016,0.0004636628,0.0009774579,0.0008042929,0.00005498203,0.001816515,0.00001178474],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947109,0.002603523,0.0003197111,0.0008992528,0.0000695015,0.0001137447,0.0001785798,0.00002940113,0.00107544],"genre_scores_gemma":[0.9974316,0.0008413215,0.001091857,0.000219856,0.00004644675,0.0001024137,0.0001230383,0.000003678551,0.0001397156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007477994,"threshold_uncertainty_score":0.01486892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009105145010528715,"score_gpt":0.3117275976717628,"score_spread":0.3026224526612341,"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."}}