{"id":"W3169527500","doi":"10.12688/f1000research.52885.2","title":"High flow nasal oxygen for acute type two respiratory failure: a systematic review","year":2021,"lang":"en","type":"review","venue":"F1000Research","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; King Saud University; Queen's University Belfast","keywords":"Medicine; Randomized controlled trial; Internal medicine; Anesthesia","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003585014,0.0008302681,0.007337232,0.0005726664,0.000194243,0.0001226748,0.0008810839,0.0005967197,0.001558055],"category_scores_gemma":[0.002201394,0.0005967331,0.001676534,0.001528562,0.0000988332,0.0001130789,0.0003834204,0.001234984,0.001469494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004201786,"about_ca_system_score_gemma":0.004800595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006242699,"about_ca_topic_score_gemma":0.000007150843,"domain_scores_codex":[0.9931148,0.001040084,0.001926592,0.00114617,0.001657265,0.001115132],"domain_scores_gemma":[0.9944581,0.0005934556,0.0004945266,0.002263487,0.001452995,0.0007374842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002670495,0.00007967118,2.410389e-7,0.8499046,0.001780931,0.0008789609,0.00000994715,2.732441e-8,0.00001756284,0.0004600859,0.1012764,0.04556484],"study_design_scores_gemma":[0.0004683848,0.0004440948,4.460288e-8,0.3967468,0.007281343,0.0002274554,0.0000101298,0.000002995953,0.00001369764,0.00001529968,0.5944802,0.0003095526],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.752432e-7,0.9827196,0.0001705312,0.0002426979,0.0006385281,0.01555023,0.0002530282,0.0001495031,0.0002749802],"genre_scores_gemma":[1.422613e-7,0.9743038,0.002685223,0.001506153,0.0009695902,0.004500293,0.001459449,0.0003278654,0.01424743],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4932038,"threshold_uncertainty_score":0.9996484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1319146913401816,"score_gpt":0.4634544149402325,"score_spread":0.3315397236000509,"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."}}