{"id":"W3030640230","doi":"10.1111/anae.15152","title":"Thinking outside the (acrylic) box: a framework for the local use of custom‐made medical devices","year":2020,"lang":"en","type":"editorial","venue":"Anaesthesia","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Pandemic; Medicine; Workaround; Health care; Coronavirus disease 2019 (COVID-19); Trainer; Product (mathematics); Product line; Personal protective equipment; Medical emergency; Scarcity; Internet privacy; Public relations; Law; Engineering; Disease; Computer science","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":[0.01389727,0.001390315,0.0005197766,0.002445673,0.01161093,0.02423792,0.006758676,0.01112479,0.03121323],"category_scores_gemma":[0.0104655,0.001297935,0.001410391,0.001283783,0.05955805,0.02384306,0.02242817,0.01021833,0.009001089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008729278,"about_ca_system_score_gemma":0.01190193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008711516,"about_ca_topic_score_gemma":0.01218213,"domain_scores_codex":[0.9855105,0.009894156,0.0003734197,0.001265721,0.001724677,0.001231568],"domain_scores_gemma":[0.9931907,0.003264837,0.0003778336,0.0008605653,0.0008431989,0.001462866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001853974,0.00004442731,0.0002120022,0.0001252753,0.000003420049,0.0005225937,0.02011319,0.0006431662,0.0002895257,0.957406,0.006745224,0.01387654],"study_design_scores_gemma":[0.00002336845,0.0001087219,0.0002941033,0.001278473,0.00001128696,0.0006698866,0.02789439,0.002849354,0.0004467559,0.4273962,0.5389561,0.00007135031],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.01285195,0.006792779,0.276324,0.08884392,0.001206474,0.0005124112,0.0000841221,0.0008113096,0.6125731],"genre_scores_gemma":[0.5282587,0.007901098,0.298305,0.01921714,0.0009230296,0.001421165,0.0001578996,0.001557833,0.1422583],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03121323,"threshold_uncertainty_score":0.1044186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02448138967160027,"score_gpt":0.3033585352204561,"score_spread":0.2788771455488559,"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."}}