{"id":"W2530272623","doi":"10.1513/annalsats.201606-438oc","title":"Adjuvants to Mechanical Ventilation for Acute Respiratory Failure. Adoption, De-adoption, and Factors Associated with Selection","year":2016,"lang":"en","type":"article","venue":"Annals of the American Thoracic Society","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; University Health Network; University of Toronto; Mount Sinai Hospital; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Mechanical ventilation; Extracorporeal membrane oxygenation; Nitric oxide; Adjuvant; Inhalation; Anesthesia; Intensive care medicine; Internal medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01469049,0.0001469633,0.0002909209,0.002728611,0.0002208425,0.00121976,0.0006665905,0.0005427436,0.002129528],"category_scores_gemma":[0.09737141,0.0001195719,0.0006698068,0.005160272,0.0005316804,0.001106452,0.0007702168,0.001048512,0.0002083484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001012397,"about_ca_system_score_gemma":0.002170834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003072496,"about_ca_topic_score_gemma":0.004627091,"domain_scores_codex":[0.9880704,0.003777731,0.003760664,0.0009959156,0.002982762,0.000412515],"domain_scores_gemma":[0.7673205,0.07516731,0.1338384,0.004807831,0.01551083,0.00335504],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002865039,0.00004817512,0.9592013,0.0007693155,0.0002327994,0.00007936321,0.0002962668,0.0001520939,0.0001158668,0.0005016108,0.002712544,0.03560417],"study_design_scores_gemma":[0.00006178328,0.0002597328,0.9823324,0.001420763,0.0003097087,0.0006577777,0.0006243804,0.000596057,0.0003567889,0.0003923899,0.01296059,0.00002759303],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9150195,0.0508391,0.001623252,0.0132104,0.0003618243,0.0002313925,0.009373716,0.00005376023,0.009286974],"genre_scores_gemma":[0.9814568,0.01134346,0.001848558,0.001408375,0.0006340314,0.0001251035,0.002709593,0.00001281027,0.0004613181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9853095,"threshold_uncertainty_score":0.07769167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09320065879431276,"score_gpt":0.3864731223069135,"score_spread":0.2932724635126007,"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."}}