{"id":"W6996659470","doi":"","title":"Squaring the circle on PPE: a systemic approach to designing and repurposing gowns","year":2023,"lang":"en","type":"other","venue":"Nottingham Trent University's Institutional Repository (Nottingham Trent Repository)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Arts and Humanities Research Council; Nottingham Trent University; University of Exeter; Samsung Biomedical Research Institute; Trent University; UK Research and Innovation","keywords":"Repurposing; Reuse; Clothing; Isolation (microbiology); Laundry; Host (biology)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.00132697,0.001978181,0.001690573,0.002853038,0.005389929,0.000929341,0.002021773,0.001193394,0.00002163184],"category_scores_gemma":[0.0005291798,0.00196884,0.0008687576,0.00234149,0.001151842,0.0005275101,0.001222975,0.002150505,0.0005063824],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004630684,"about_ca_system_score_gemma":0.001137336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002677632,"about_ca_topic_score_gemma":0.0001306086,"domain_scores_codex":[0.9885964,0.001207986,0.001615649,0.003796336,0.00291903,0.001864553],"domain_scores_gemma":[0.9930276,0.0009306686,0.0022273,0.002434748,0.0003696184,0.001010113],"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":[0.005147301,0.00900845,0.03251558,0.007404807,0.01387597,0.02406264,0.02419543,0.08457085,0.1191683,0.05268675,0.5891661,0.03819785],"study_design_scores_gemma":[0.007404523,0.00124066,0.006372427,0.02900229,0.003940834,0.007300081,0.006334368,0.005537407,0.01132725,0.00002928064,0.9133099,0.008201013],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03129508,0.001675747,0.003125762,0.0001567945,0.007118932,0.004327131,0.0002157593,0.008296492,0.9437883],"genre_scores_gemma":[0.6174691,0.00009510393,0.00290553,0.0001196755,0.003351179,0.0001527919,0.0001450162,0.002639755,0.3731218],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5861741,"threshold_uncertainty_score":0.9992961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01646645117176153,"score_gpt":0.2137496113368345,"score_spread":0.1972831601650729,"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."}}