{"id":"W4390822754","doi":"10.1213/ane.0000000000006701","title":"Mechanical Ventilation, Past, Present, and Future","year":2024,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network; McGill University","funders":"","keywords":"Medicine; Intensive care medicine; Ventilation (architecture); Mechanical ventilation; Harm; Intubation; Computer science; Medical emergency; Anesthesia; Engineering; Psychology; Mechanical engineering","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":[0.00217469,0.0004512209,0.0005567717,0.001486089,0.0008464141,0.002728811,0.0006992345,0.002370699,0.00495348],"category_scores_gemma":[0.003840114,0.0002072203,0.0003567997,0.001413153,0.002296163,0.005880405,0.001293474,0.003385614,0.001093774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002353236,"about_ca_system_score_gemma":0.002538186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00264309,"about_ca_topic_score_gemma":0.004173254,"domain_scores_codex":[0.9993126,0.000158022,0.00008482672,0.0001557085,0.0002007447,0.00008813898],"domain_scores_gemma":[0.9983297,0.0004314067,0.0002045989,0.00005715183,0.0004386745,0.000538479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001780977,0.00007987186,0.003848383,0.003092293,0.00004154959,0.0004042221,0.00064547,0.000345989,0.0007267018,0.05382163,0.1154765,0.8213392],"study_design_scores_gemma":[0.00001078192,0.0001557825,0.005644897,0.004036754,0.00003308457,0.002103438,0.001049974,0.0002114572,0.0001566655,0.02454143,0.9620108,0.00004486891],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00133245,0.949231,0.0004676615,0.03659203,0.003349344,0.000004970911,0.00006834107,0.00002576457,0.008928465],"genre_scores_gemma":[0.02966269,0.9445867,0.00103608,0.01090145,0.009782444,0.00002354569,0.0001118313,0.00001987714,0.00387547],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00495348,"threshold_uncertainty_score":0.01707399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01312353543909528,"score_gpt":0.2666281246146219,"score_spread":0.2535045891755267,"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."}}