{"id":"W4416648554","doi":"10.5256/f1000research.56213.r87742","title":"Referee report. For: High flow nasal oxygen for acute type two respiratory failure: a systematic review [version 1; peer review: 1 approved]","year":2021,"lang":"en","type":"article","venue":"Faculty of 1000 Research Ltd","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Queen's University; King Saud University; Queen's University Belfast","keywords":"Respiratory system; Nasal cannula; Oxygen; Airway; Nose","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"evaluation","study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0405974,0.003366056,0.00894079,0.01117738,0.004423178,0.008243131,0.006143598,0.01369099,0.4275573],"category_scores_gemma":[0.492881,0.002388874,0.008888633,0.01245172,0.001524308,0.00836599,0.006294389,0.005899455,0.06626283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009535213,"about_ca_system_score_gemma":0.01918507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02055493,"about_ca_topic_score_gemma":0.03816788,"domain_scores_codex":[0.9624992,0.01203392,0.01191173,0.00341069,0.008275575,0.001868884],"domain_scores_gemma":[0.6614394,0.1226701,0.02745819,0.01367537,0.1679863,0.00677059],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001232167,0.00001742782,0.0002356824,0.03291336,0.0003867445,0.0001376677,0.000152999,0.00003516612,0.00008280609,0.0004363036,0.9599376,0.005540951],"study_design_scores_gemma":[0.008535183,0.0002132602,0.00746398,0.1372205,0.003478955,0.000838823,0.001103462,0.0005986675,0.0004911484,0.009547836,0.8298462,0.0006620364],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.0007532111,0.02041945,0.003377136,0.35599,0.3596994,0.03423188,0.2023193,0.003332981,0.01987671],"genre_scores_gemma":[0.02273954,0.02704758,0.0132626,0.4631,0.1023155,0.1868021,0.05658077,0.003249562,0.1249023],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9594026,"threshold_uncertainty_score":0.81652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08525865593538971,"score_gpt":0.4166452741098789,"score_spread":0.3313866181744892,"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."}}