{"id":"W2608506944","doi":"10.4187/respcare.05530","title":"2016 Year in Review: Noninvasive Ventilation","year":2017,"lang":"en","type":"review","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Noninvasive ventilation; Clinical Practice; Intensive care medicine; Ventilation (architecture); Modality (human–computer interaction); Mechanical ventilation; Anesthesia; Physical therapy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004597264,0.0005140085,0.002566011,0.0004166496,0.00009870405,0.00003580393,0.000349019,0.0005887963,0.0003880312],"category_scores_gemma":[0.0002685783,0.0004183674,0.000876027,0.0002073267,0.00005736659,0.0001294872,0.0001025133,0.0006706462,0.001235423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000428746,"about_ca_system_score_gemma":0.002485711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003800256,"about_ca_topic_score_gemma":0.00001118042,"domain_scores_codex":[0.9973869,0.0001753351,0.0009346821,0.0006554293,0.0004502132,0.0003974496],"domain_scores_gemma":[0.9972898,0.00003721035,0.0007326341,0.001476242,0.0002293953,0.0002346888],"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":[0.000009672394,0.00002198193,0.00005986845,0.09764512,0.00005246387,0.0006900396,0.00003293124,1.217787e-8,0.000005754721,0.00002342144,0.01144362,0.8900151],"study_design_scores_gemma":[0.0003760402,0.0001502976,0.00001980457,0.1587092,0.0007830561,0.00002998879,0.00003083726,6.056498e-9,0.000037798,0.000002141805,0.8395528,0.000308031],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005124603,0.9858782,0.000002562787,0.00001001932,0.0005237738,0.002314576,0.00005995449,0.00005468156,0.01115107],"genre_scores_gemma":[0.000003171092,0.9960592,0.00004706758,0.000689351,0.0005632792,0.0002835885,0.0003047991,0.0001149072,0.001934674],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8897071,"threshold_uncertainty_score":0.9998268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1452846847378183,"score_gpt":0.4308934207207791,"score_spread":0.2856087359829608,"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."}}