{"id":"W4410832335","doi":"10.1089/respcare.12549","title":"Characteristics of Rapidly Manufactured Ventilators: A Scoping Review","year":2025,"lang":"en","type":"review","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University of Alberta; Hamilton Health Sciences; Centre for Disability Prevention and Rehabilitation; Institute for Clinical Evaluative Sciences; Ontario Tech University; McGill University; Centre for Interdisciplinary Research in Rehabilitation","funders":"","keywords":"Medicine; Intensive care 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004165352,0.0007659014,0.005410555,0.0005476007,0.00007615674,0.00002090175,0.0003808449,0.0006859755,0.0005157014],"category_scores_gemma":[0.0003340925,0.0006302469,0.001738325,0.0005873346,0.00007728676,0.00006599677,0.0001677486,0.0006521585,0.00008366656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002326847,"about_ca_system_score_gemma":0.004628093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.414686e-7,"about_ca_topic_score_gemma":0.00000124665,"domain_scores_codex":[0.9959772,0.0002432299,0.002001662,0.0007385565,0.0005895804,0.0004497857],"domain_scores_gemma":[0.9965428,0.0001178335,0.00120404,0.0014349,0.0004165219,0.0002839708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007631087,0.00002103743,0.00001068691,0.5139908,0.0001085259,0.00009896375,0.00001457493,2.045158e-9,0.000004876171,0.00001071923,0.0009424237,0.4847898],"study_design_scores_gemma":[0.000172685,0.0001321849,0.000003941045,0.4737026,0.002388134,0.00001239722,0.00001094761,2.95167e-9,0.0001719653,6.465748e-7,0.5231748,0.000229661],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007728207,0.9924906,0.00001890924,0.000005942263,0.0007246735,0.004622051,0.0002207817,0.00009976202,0.001809546],"genre_scores_gemma":[0.000004248308,0.9968256,0.00009086625,0.001409378,0.0003557702,0.0003325584,0.0004632096,0.0001061881,0.0004121727],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5222324,"threshold_uncertainty_score":0.9996149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04573306512255688,"score_gpt":0.3822941566382927,"score_spread":0.3365610915157359,"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."}}