{"id":"W4377818993","doi":"10.1016/j.ccc.2022.12.002","title":"Mechanical Ventilation","year":2023,"lang":"en","type":"review","venue":"Critical Care Clinics","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Mechanical ventilation; Ventilation (architecture); Intensive care medicine; Anesthesia; 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":[0.0004154536,0.001248946,0.001542295,0.001632467,0.0002967106,0.001275615,0.0007449818,0.001254448,0.01354127],"category_scores_gemma":[0.001368568,0.0002386448,0.0007069272,0.001060555,0.0004198287,0.001061777,0.001010111,0.001821654,0.004822441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004766692,"about_ca_system_score_gemma":0.001291597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009590777,"about_ca_topic_score_gemma":0.001858031,"domain_scores_codex":[0.9997128,0.00005126363,0.00005363522,0.00007352251,0.00007915198,0.00002960662],"domain_scores_gemma":[0.9996798,0.0001491897,0.00007092969,0.00001344974,0.0000558285,0.00003095404],"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":[0.0001366064,0.00005460514,0.0002081645,0.02049257,0.0001422172,0.0001759901,0.00002665931,0.0001534,0.0008277464,0.001482589,0.03610343,0.940196],"study_design_scores_gemma":[0.0002350271,0.0002113035,0.002349903,0.02886789,0.0005994008,0.003050995,0.00005894068,0.0001815691,0.0005274087,0.002414238,0.9614636,0.00003974556],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007800553,0.9968179,0.0001340908,0.0002232569,0.0004392555,0.000009829141,0.00002848304,0.000009754789,0.002259262],"genre_scores_gemma":[0.001828987,0.9938367,0.0003592203,0.0008702066,0.0009244917,0.0000250631,0.0001117541,0.000003884386,0.00203957],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01354127,"threshold_uncertainty_score":0.04530001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2883363553711475,"score_gpt":0.521667317806525,"score_spread":0.2333309624353775,"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."}}