{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0007753104,0.0001011658,0.0001913191,0.00002945619,0.0003603388,0.00003253954,0.00004785205,0.00007466869,0.00005724438],"category_scores_gemma":[0.01259069,0.00007644165,0.00005775955,0.0002228694,0.0001018435,0.00007283801,0.00007528575,0.0001752867,0.000001210755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002188969,"about_ca_system_score_gemma":0.0006602129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002140178,"about_ca_topic_score_gemma":0.00009525879,"domain_scores_codex":[0.9989647,0.0001596628,0.0003051536,0.0002342843,0.0001637404,0.0001724744],"domain_scores_gemma":[0.99821,0.0003453536,0.0001557025,0.0003420989,0.0007856497,0.0001612387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002011222,0.0003008739,0.9887469,0.0006159266,0.0001122568,0.00004711553,0.001959086,0.000008441003,0.003965436,0.0002212088,0.0003004336,0.003521176],"study_design_scores_gemma":[0.002496538,0.0004108845,0.9709623,0.00007009192,0.0001731951,0.00009942274,0.001378049,0.003627119,0.006830636,0.002745152,0.01105174,0.0001548948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918442,0.001016922,0.004227512,0.001355791,0.0001363327,0.0004352811,0.000001454998,0.0001024707,0.0008800337],"genre_scores_gemma":[0.9984642,0.00002971254,0.001112861,0.0001302161,0.00008577576,0.00002196513,0.000001426828,0.000008730711,0.0001450566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01778464,"threshold_uncertainty_score":0.9957267,"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."}}