{"id":"W4309541769","doi":"10.1016/j.ccm.2022.11.010","title":"Lessons Learned in Mechanical Ventilation/Oxygen Support in Coronavirus Disease 2019","year":2022,"lang":"en","type":"review","venue":"Clinics in Chest Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; ARDS; Intensive care medicine; Pneumonia; Asymptomatic; Mechanical ventilation; Coronavirus disease 2019 (COVID-19); Coronavirus; Pandemic; Diffuse alveolar damage; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Respiratory disease; Respiratory distress; Acute respiratory distress; Disease; Lung; Internal medicine; Infectious disease (medical specialty); Anesthesia","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":[0.002141304,0.0008406394,0.002132374,0.001971275,0.0003043796,0.002236546,0.001014039,0.001863221,0.004543838],"category_scores_gemma":[0.003232672,0.0003633444,0.001070662,0.001972542,0.0007792852,0.002423699,0.0009731492,0.003599224,0.001243528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009748051,"about_ca_system_score_gemma":0.002235478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002019906,"about_ca_topic_score_gemma":0.004209094,"domain_scores_codex":[0.9995589,0.000108713,0.00008138624,0.00007745471,0.000127079,0.00004648681],"domain_scores_gemma":[0.9980089,0.001429523,0.0001362746,0.00003110164,0.0003136275,0.00008063428],"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":[0.000152962,0.00008750166,0.0002407332,0.0529092,0.0002819555,0.0002184728,0.0001056828,0.0004329319,0.0007174934,0.007888605,0.04106563,0.8958988],"study_design_scores_gemma":[0.00008347131,0.0001797015,0.0012074,0.02818608,0.0004663485,0.0009142076,0.0001547331,0.0001734559,0.0001900268,0.004804175,0.963601,0.00003937844],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002721187,0.9991617,0.00003301893,0.0003509453,0.0002071946,0.000001245709,0.000007670373,0.000001671773,0.0002094829],"genre_scores_gemma":[0.0003335778,0.9985744,0.0001012772,0.0004536057,0.0003730887,0.000002696186,0.00001331427,8.431747e-7,0.0001471224],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004543838,"threshold_uncertainty_score":0.01520067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3944479745842897,"score_gpt":0.5147319677805204,"score_spread":0.1202839931962307,"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."}}