{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001922283,0.000161082,0.0002271743,0.0001289467,0.00006559754,0.00006668315,0.00005909948,0.0001399582,0.0003949646],"category_scores_gemma":[0.000001934758,0.0001280608,0.0001064759,0.0002332121,0.00003166104,0.0001226069,0.00001447509,0.0001687956,0.0001214819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001791535,"about_ca_system_score_gemma":0.00007499129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004426895,"about_ca_topic_score_gemma":5.875841e-7,"domain_scores_codex":[0.9989476,0.00002972193,0.0002079845,0.0003362166,0.0002541004,0.0002243371],"domain_scores_gemma":[0.999458,0.0000208872,0.00002720418,0.0002416728,0.00004526147,0.0002070143],"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":[0.0008224458,0.0004595132,0.02828602,0.001507304,0.0007696266,0.02554141,0.001295358,0.000001691017,0.04406708,0.1630234,0.3261035,0.4081226],"study_design_scores_gemma":[0.0002512344,0.0002347045,0.02809387,0.00006881815,0.0001737987,0.001614246,0.0001035404,0.000318887,0.003348649,0.0009862151,0.9646657,0.0001403952],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9194881,0.0120355,0.001630179,0.06108312,0.0004356997,0.0009188793,0.000002440344,0.0007352254,0.003670811],"genre_scores_gemma":[0.9877565,0.000290484,0.001067178,0.001830534,0.004985347,0.00003236664,0.00004571757,0.00006254876,0.003929353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6385621,"threshold_uncertainty_score":0.5222169,"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."}}