{"id":"W2114079845","doi":"10.1053/jcrc.2003.yjcrc12","title":"Health technology assessment in the ICU: Noninvasive positive pressure ventilation for acute respiratory failure","year":2003,"lang":"en","type":"review","venue":"Journal of Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Intensive care medicine; Intensive care unit; COPD; Health care; Pneumonia; Intensive care; Medical emergency; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0008905103,0.0003059307,0.001844953,0.0005178106,0.00008779761,0.00003685283,0.0002510474,0.00054776,0.00001802722],"category_scores_gemma":[0.0003105977,0.0001896802,0.0006712583,0.0003418156,0.0001016449,0.00010565,0.00002588418,0.001491965,0.000001750359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003205619,"about_ca_system_score_gemma":0.003103383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.705996e-7,"about_ca_topic_score_gemma":0.000005051283,"domain_scores_codex":[0.997339,0.0003592138,0.001131724,0.0002529889,0.0005436051,0.0003734989],"domain_scores_gemma":[0.9977026,0.0002828895,0.000590931,0.0003031891,0.0009457628,0.0001746265],"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":[0.0002368906,0.0007461738,0.0001435995,0.09310756,0.001054388,0.004361026,0.0013019,8.541381e-7,0.00002499481,0.02872437,0.007558582,0.8627397],"study_design_scores_gemma":[0.0007096551,0.003254049,0.00002378649,0.006816808,0.003655665,0.001568901,0.002748243,2.671824e-7,0.00002415929,0.0002644326,0.98078,0.0001540177],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001713154,0.9933625,0.00145263,0.002848689,0.0004043441,0.001629398,0.0001323588,0.00001280654,0.0001401225],"genre_scores_gemma":[0.01381966,0.963699,0.01202338,0.007347652,0.001932372,0.0005144467,0.000225691,0.0002995592,0.0001382428],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9732214,"threshold_uncertainty_score":0.7734933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06077072545881269,"score_gpt":0.4655619484366856,"score_spread":0.4047912229778729,"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."}}