{"id":"W1493605594","doi":"10.1001/jama.2015.5304","title":"High-Flow Nasal Cannulae or Noninvasive Ventilation for Management of Postoperative Respiratory Failure","year":2015,"lang":"en","type":"letter","venue":"JAMA","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Ventilation (architecture); Noninvasive ventilation; Respiratory failure; Anesthesia; Respiratory system; Mechanical ventilation; 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":[],"consensus_categories":[],"category_scores_codex":[0.000787395,0.0004961242,0.0008552693,0.000505111,0.001893186,0.001474755,0.0009713243,0.02007729,0.005662872],"category_scores_gemma":[0.009982434,0.0004242666,0.001227891,0.0003867408,0.001666014,0.001537134,0.0006975237,0.01847042,0.002662065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00277324,"about_ca_system_score_gemma":0.002014119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002242163,"about_ca_topic_score_gemma":0.006664551,"domain_scores_codex":[0.9991663,0.0002458348,0.000115695,0.00007884667,0.0002397478,0.0001536298],"domain_scores_gemma":[0.9981282,0.0009416077,0.0001968906,0.00006288598,0.0002123117,0.0004581215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003534181,0.0002704322,0.01160767,0.0001831115,0.0001142292,0.04111788,0.0002138456,0.0004187177,0.0008668028,0.006247254,0.8982095,0.04039713],"study_design_scores_gemma":[0.001076306,0.001073709,0.02445896,0.002068106,0.0002798786,0.08185729,0.001105254,0.004275744,0.001645934,0.03676822,0.8451834,0.000207183],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00402085,0.003359577,0.0003068499,0.9568346,0.02185011,0.00002219765,0.00007258665,0.0000538702,0.01347939],"genre_scores_gemma":[0.05513328,0.006083154,0.0007622253,0.7958088,0.1277406,0.0000565649,0.00009491231,0.0000391167,0.01428137],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02007729,"threshold_uncertainty_score":0.02012134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03965715555284859,"score_gpt":0.2930856999111653,"score_spread":0.2534285443583167,"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."}}