{"id":"W3016328841","doi":"10.1101/2020.04.14.20064808","title":"Coronavirus PPE: a positive pressure hood assembled from ubiquitous, low-cost materials","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Personal protective equipment; Coronavirus disease 2019 (COVID-19); Computer science; Coronavirus; Materials science; Simulation; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002563287,0.0004124757,0.0009131861,0.00009941952,0.00009079701,0.0001176144,0.0001749295,0.0005496847,0.001317593],"category_scores_gemma":[0.0002043807,0.0003782577,0.0002510134,0.0000986207,0.00002735283,0.00007579065,0.0003003716,0.0006855034,0.0004518895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008130349,"about_ca_system_score_gemma":0.0002216175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006692093,"about_ca_topic_score_gemma":0.00005147514,"domain_scores_codex":[0.9977273,0.000222565,0.0005687017,0.0007477184,0.0004312043,0.0003024664],"domain_scores_gemma":[0.998494,0.00009443107,0.0004005636,0.0005398599,0.0002573625,0.0002138418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003935483,0.000701024,0.1270678,0.001252065,0.002724418,0.0005507706,0.001079989,0.0001576145,0.8534687,0.0002666101,0.003433342,0.005362093],"study_design_scores_gemma":[0.002781306,0.0001700197,0.7979377,0.000973255,0.001624917,0.00002148692,0.00002224593,0.001124469,0.1871207,0.0006240825,0.007126461,0.0004733066],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825387,0.0004994301,0.005914634,0.0020408,0.003577776,0.002242988,0.001063778,0.0003438895,0.00177802],"genre_scores_gemma":[0.9939579,0.00008066723,0.0001565142,0.0008941614,0.002417346,0.0002315231,0.001682763,0.00007451811,0.0005045465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6708699,"threshold_uncertainty_score":0.999867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0438985857084587,"score_gpt":0.3210075537840086,"score_spread":0.27710896807555,"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."}}