{"id":"W7056445344","doi":"","title":"Evidence summary: Is the use of warm humidified ‘wet’ circuit for mechanical ventilation recommended in ventilating patients with COVID-19?","year":2020,"lang":"en","type":"other","venue":"Lenus, The Irish Health Repository (Dr Steevens Hospital Library)","topic":"High voltage insulation and dielectric phenomena","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exhalation; Mechanical ventilation; Filter (signal processing); Breathing; Heat exchanger; Ventilation (architecture); Occlusion; Airway; Tube (container)","routes":{"ca_aff":false,"ca_fund":false,"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"],"consensus_categories":[],"category_scores_codex":[0.0004787628,0.000423665,0.0007037583,0.0001728568,0.0004163865,0.0002075791,0.0007858092,0.0002617074,0.0002301685],"category_scores_gemma":[0.0004049247,0.0002923607,0.0001716247,0.0005799961,0.0001279012,0.000597338,0.0001984327,0.0004396953,0.00001181885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002189986,"about_ca_system_score_gemma":0.0008487084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006254649,"about_ca_topic_score_gemma":0.00003280228,"domain_scores_codex":[0.9962412,0.0005762213,0.001140483,0.0007889467,0.0006768939,0.00057622],"domain_scores_gemma":[0.9960076,0.0009832986,0.001816793,0.0008403377,0.00005895538,0.0002930091],"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":[0.000704501,0.0004263478,0.008358574,0.001343114,0.00008654233,0.00001523302,0.002443585,0.00006740812,0.000414226,0.0006264466,0.9843175,0.001196484],"study_design_scores_gemma":[0.002688253,0.002362979,0.008682363,0.003379366,0.0001457653,0.000004674944,0.000195254,0.0006883643,0.003187312,0.0007284813,0.9768521,0.001085066],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3201663,0.05502588,0.05452399,0.2787964,0.04226737,0.1319892,0.01315724,0.008907333,0.09516624],"genre_scores_gemma":[0.8349358,0.001330634,0.008601724,0.0307956,0.002430667,0.001382501,0.001098425,0.001684911,0.1177397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5147695,"threshold_uncertainty_score":0.9999529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08307834374576542,"score_gpt":0.2861549077312071,"score_spread":0.2030765639854417,"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."}}