{"id":"W2188370562","doi":"10.1097/aln.0000000000000910","title":"New versus Conventional Helmet for Delivering Noninvasive Ventilation","year":2015,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Medicine; Ventilation (architecture); Anesthesia; Peak inspiratory pressure; Insufflation; Respiratory minute volume; Pressure support ventilation; Arterial blood; Airway; Mechanical ventilation; Tidal volume; Respiratory system; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001400835,0.00007639452,0.0001678304,0.00005699225,0.00002914401,0.00000400429,0.00004244193,0.0000980831,0.000129342],"category_scores_gemma":[0.000073729,0.00006960892,0.0000772083,0.0000426482,0.00001894653,0.00004575281,0.00001097729,0.00004535609,0.0001179903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003189172,"about_ca_system_score_gemma":0.0002643935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001718577,"about_ca_topic_score_gemma":0.000005546882,"domain_scores_codex":[0.9994535,0.00001684634,0.0001352383,0.0001545389,0.00008352906,0.0001563271],"domain_scores_gemma":[0.9995063,0.00005555694,0.00005397477,0.0001099072,0.0001110043,0.0001632589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.06106105,0.0007404436,0.2942725,0.0005243164,0.001131568,0.002276444,0.00288733,0.0002552838,0.1214433,0.09263241,0.2196291,0.2031462],"study_design_scores_gemma":[0.01289223,0.007080641,0.03005245,0.00004014897,0.0002224335,0.0003884896,0.0003335318,0.0001417191,0.04768352,0.003663767,0.897244,0.0002571137],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990574,0.0001959168,0.007517285,0.0001695391,0.0005914241,0.0003232845,0.000001804596,0.000045481,0.0005812763],"genre_scores_gemma":[0.9802747,0.00001002928,0.01553487,0.001180446,0.0006236173,0.000044166,0.0002301203,0.00002401717,0.002078008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6776149,"threshold_uncertainty_score":0.2838569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025289910401551,"score_gpt":0.3285989117083077,"score_spread":0.2260699206681526,"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."}}