{"id":"W4293067738","doi":"10.12968/bjon.2022.31.15.s30","title":"Impact of prolonged PPE use on Canadian health professionals","year":2022,"lang":"en","type":"article","venue":"British Journal of Nursing","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; North York General Hospital; Royal Victoria Regional Health Centre; Queen's University; Montfort Hospital; University of Ottawa","funders":"","keywords":"Medicine; Personal protective equipment; Itching; Health professionals; Dry skin; Rash; Occupational safety and health; Health care; Feeling; Family medicine; Dermatology; Coronavirus disease 2019 (COVID-19); Disease; Infectious disease (medical specialty)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008935201,0.00007883533,0.0003890833,0.0003726183,0.0003766037,0.00002012858,0.00006968566,0.00004344464,0.0003099146],"category_scores_gemma":[0.0004363299,0.00008483185,0.0001981309,0.0002401386,0.00003358872,0.0001155868,0.000007010323,0.0006599271,9.084874e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00248759,"about_ca_system_score_gemma":0.00388056,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04800779,"about_ca_topic_score_gemma":0.003649322,"domain_scores_codex":[0.9981499,0.0003745834,0.0005702471,0.0001005776,0.0004789561,0.0003257763],"domain_scores_gemma":[0.9983421,0.00009542333,0.0005156005,0.0001032268,0.0004697586,0.0004739221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002469368,0.002278371,0.1329567,0.0001683642,0.0003342911,0.00263577,0.003421182,0.001231798,0.0005951996,0.00009860495,0.1690421,0.6847682],"study_design_scores_gemma":[0.002219155,0.005371993,0.9591137,0.003975878,0.00003763527,0.02735662,0.0005917314,0.0001096082,0.00002667924,0.00007816451,0.001027216,0.00009162455],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849933,0.001790975,0.0000105703,0.01145356,0.0009732223,0.0004327437,0.00009052711,0.000008677061,0.0002464408],"genre_scores_gemma":[0.9975822,0.00004744205,0.0002002031,0.001769458,0.000262614,0.00000408754,0.00001139815,0.00002147327,0.0001011099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8261569,"threshold_uncertainty_score":0.9583316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0707654283031036,"score_gpt":0.4223873493582267,"score_spread":0.3516219210551231,"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."}}