{"id":"W3200099356","doi":"10.7759/cureus.18113","title":"The Designing, Testing, and Utility of a 3D-Printed Respirator: A Hospital's Journey Into Self-Sustainability During COVID-19","year":2021,"lang":"en","type":"article","venue":"Cureus","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Glycemic Index Laboratories","funders":"","keywords":"Respirator; Personal protective equipment; Coronavirus disease 2019 (COVID-19); Health care; Economic shortage; Business; Pandemic; Operations management; Medical emergency; Medicine; Engineering; Infectious disease (medical specialty)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003820767,0.0005316224,0.0002948508,0.000386288,0.0006520228,0.001723336,0.001406638,0.0009531516,0.002189253],"category_scores_gemma":[0.006111541,0.0002725158,0.0004990182,0.0002647621,0.001227138,0.0008001084,0.001732052,0.0006659161,0.0007718329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007964881,"about_ca_system_score_gemma":0.00107338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001315724,"about_ca_topic_score_gemma":0.002114297,"domain_scores_codex":[0.9969462,0.001273521,0.0001844501,0.0002330299,0.001090286,0.000272589],"domain_scores_gemma":[0.996105,0.001327829,0.0003647568,0.0005141748,0.001248114,0.0004402061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008475061,0.002062396,0.04423181,0.00229156,0.00009256941,0.004971408,0.01868187,0.01728746,0.3935496,0.003249179,0.007170733,0.5055638],"study_design_scores_gemma":[0.0002836476,0.04679732,0.140534,0.001380597,0.000411517,0.01617595,0.04811531,0.04461906,0.5193263,0.002775366,0.1785476,0.001033345],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555756,0.001732262,0.03185662,0.001466361,0.0001991074,0.0006154289,0.0002171364,0.0005179269,0.007819481],"genre_scores_gemma":[0.8842655,0.001357294,0.1054789,0.0004485649,0.00005184386,0.0002099644,0.0002283015,0.0001830536,0.007776457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003820767,"threshold_uncertainty_score":0.02020639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02504508361042197,"score_gpt":0.3130585867471732,"score_spread":0.2880135031367513,"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."}}