{"id":"W3049007222","doi":"10.1016/j.chest.2020.08.015","title":"It Takes a Village…","year":2020,"lang":"en","type":"review","venue":"CHEST Journal","topic":"Anesthesia and Sedative Agents","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; Université de Montréal; Hôpital du Sacré-Cœur de Montréal; Sinai Health System; University of Toronto","funders":"Government of South Australia; U.S. Navy; U.S. Department of Defense","keywords":"Context (archaeology); Pandemic; Mechanical ventilation; Dosing; Intensive care medicine; Medicine; Economic shortage; Business; Coronavirus disease 2019 (COVID-19); Supply chain; Medical emergency; Anesthesia; Disease; Pharmacology; Marketing; Infectious disease (medical specialty); Geography","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001910248,0.000320975,0.001676421,0.0001177204,0.00009896616,0.00005813973,0.000205729,0.0002218077,0.001060486],"category_scores_gemma":[0.0001955973,0.0002063475,0.0007583487,0.0002060325,0.00005249114,0.00005106066,0.00002027623,0.001036395,0.001220867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001327095,"about_ca_system_score_gemma":0.0006521164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.469078e-7,"about_ca_topic_score_gemma":1.284999e-7,"domain_scores_codex":[0.9985818,0.0001054031,0.0005297099,0.0002153977,0.0003252448,0.0002424013],"domain_scores_gemma":[0.9988688,0.00007036902,0.0003683816,0.0001823456,0.00007656148,0.0004334929],"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":[0.000009580555,0.00004243,0.00002163549,0.00890714,0.000307542,0.004695493,0.0002315096,7.570082e-9,6.487948e-7,0.000012051,0.02903484,0.9567371],"study_design_scores_gemma":[0.0002619422,0.0001403121,0.00002953105,0.01143051,0.001424343,0.0140386,0.00006923157,7.734774e-7,6.788894e-7,0.00000639123,0.9724227,0.0001749425],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001295629,0.9879954,0.0001376527,0.001432427,0.0001637979,0.000254428,0.000003181053,0.00002214703,0.009989647],"genre_scores_gemma":[0.000002937775,0.9939266,0.0005338659,0.001161355,0.001746015,0.000007475327,0.0000296492,0.0000596487,0.002532387],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9565622,"threshold_uncertainty_score":0.9998527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1254780063784807,"score_gpt":0.3785102996982067,"score_spread":0.253032293319726,"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."}}