{"id":"W4413567706","doi":"10.64628/aam.vapweyv4a","title":"Keeping it local: The story behind a made-in-Saskatchewan COVID-19 emergency-use ventilator","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Medical emergency; Virology; Medicine; Business; History; Internal medicine; Outbreak","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002848723,0.0006105105,0.0004258525,0.0005228098,0.050244,0.01015967,0.003290081,0.01527136,0.01750253],"category_scores_gemma":[0.01134115,0.0008272799,0.000700821,0.0007661946,0.01045015,0.005120453,0.007400827,0.0459288,0.003496032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02861582,"about_ca_system_score_gemma":0.04624856,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6110494,"about_ca_topic_score_gemma":0.843125,"domain_scores_codex":[0.9969664,0.0008027027,0.00006686149,0.0002398669,0.0004860366,0.001438003],"domain_scores_gemma":[0.9931896,0.00127238,0.000219244,0.0001998975,0.001392007,0.003726784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001569235,0.0002728928,0.01425594,0.000106569,0.0000790936,0.01914323,0.1972652,0.0007233057,0.001686347,0.02786073,0.7116827,0.02676707],"study_design_scores_gemma":[0.00001993623,0.00008324812,0.004790252,0.0003607641,0.00003436593,0.001986501,0.5177085,0.0004301381,0.0005378213,0.005361922,0.4685587,0.0001278505],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.09842497,0.001318216,0.001062256,0.8268639,0.005015149,0.00005702958,0.0002336973,0.00008697067,0.06693781],"genre_scores_gemma":[0.5562366,0.003139208,0.001124269,0.290166,0.001070009,0.00007111863,0.000148231,0.0003913931,0.1476531],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3889506,"threshold_uncertainty_score":0.7824824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1697946809423634,"score_gpt":0.4439068864343407,"score_spread":0.2741122054919773,"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."}}