{"id":"W7079634243","doi":"10.5281/zenodo.17025045","title":"PREHOSPITAL AIRWAY MANAGEMENT: A SYSTEMATIC REVIEW OF TECHNIQUES AND OUTCOMES","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Airway; Airway management; Observational study; Randomized controlled trial; Supraglottic airway; Meta-analysis; Intubation; Systematic review; Ventilation (architecture)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01235973,0.002707317,0.01506918,0.008538807,0.0007018854,0.003360171,0.002259813,0.001977864,0.004259106],"category_scores_gemma":[0.0444636,0.001576769,0.02609174,0.008948897,0.0008346754,0.001939286,0.00149915,0.001621174,0.0003360435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002889735,"about_ca_system_score_gemma":0.005813347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006627449,"about_ca_topic_score_gemma":0.01552477,"domain_scores_codex":[0.9859056,0.005638837,0.005064124,0.00117336,0.001859819,0.0003582851],"domain_scores_gemma":[0.9695526,0.02071092,0.006860891,0.0006524783,0.001995825,0.0002272525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007352873,0.0000279179,0.001745461,0.8226104,0.1551128,0.0000713808,0.00009225141,0.0002196663,0.000135072,0.00009644272,0.0006359668,0.01851736],"study_design_scores_gemma":[0.0006723478,0.0004441916,0.00566899,0.2606613,0.72597,0.00028753,0.0001207419,0.0001377615,0.0001991248,0.0002306465,0.005564625,0.00004277079],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001221384,0.9979308,0.0001444282,0.0001205901,0.00007074876,0.0001497894,0.0002365714,0.000006799233,0.0001188861],"genre_scores_gemma":[0.03638,0.9607711,0.001086328,0.0005189885,0.00018147,0.000598153,0.0003493745,0.00001349009,0.0001010325],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01506918,"threshold_uncertainty_score":0.06536531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01128480169009944,"score_gpt":0.2320818554141154,"score_spread":0.2207970537240159,"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."}}