{"id":"W3115295780","doi":"10.1097/mop.0000000000000993","title":"Automated control of fraction of inspired oxygen: is it time for widespread adoption?","year":2020,"lang":"en","type":"review","venue":"Current Opinion in Pediatrics","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Fraction (chemistry); Chromatography","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"],"consensus_categories":[],"category_scores_codex":[0.0007899419,0.0003869302,0.002499073,0.0009891767,0.00003564955,0.000009148111,0.000276445,0.0005020616,0.0001117253],"category_scores_gemma":[0.002363774,0.0003568836,0.0005503593,0.001493738,0.00007242054,0.00009459172,0.00008136505,0.0007950438,0.0001149959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004453195,"about_ca_system_score_gemma":0.002905742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009868158,"about_ca_topic_score_gemma":1.479618e-7,"domain_scores_codex":[0.9959527,0.0002413084,0.001999288,0.0005326084,0.0008744466,0.0003996861],"domain_scores_gemma":[0.9959057,0.001373911,0.001322007,0.0004562582,0.0006305784,0.0003115641],"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":[0.0002307651,0.00026662,0.0001022141,0.2581441,0.00004613569,0.000001253999,0.00003481045,9.025335e-7,0.000001879163,0.00002065809,0.01748053,0.7236701],"study_design_scores_gemma":[0.002178353,0.0006093638,0.00005686604,0.01167801,0.000395272,0.000005020989,0.00001011791,0.00159353,0.000002257276,0.00001263644,0.9832499,0.0002086555],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008274034,0.991406,0.0008356263,0.0001997588,0.001786512,0.00442882,0.001229902,0.00008094714,0.00002412713],"genre_scores_gemma":[0.00002509362,0.9973091,0.0002692239,0.0000440015,0.001147741,0.0004050265,0.0007113522,0.00007233738,0.00001605675],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9657694,"threshold_uncertainty_score":0.9998883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1629295438977414,"score_gpt":0.479100993950324,"score_spread":0.3161714500525826,"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."}}