{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001071613,0.0002819413,0.0002756034,0.001100813,0.004195969,0.001818504,0.001290416,0.0008543916,0.008631956],"category_scores_gemma":[0.008281575,0.0002959602,0.00058191,0.002511997,0.0009815403,0.0006142664,0.001760063,0.001220553,0.000395864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03235482,"about_ca_system_score_gemma":0.04908138,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9887136,"about_ca_topic_score_gemma":0.9904301,"domain_scores_codex":[0.9959663,0.0003312717,0.0001454525,0.0002745784,0.002117881,0.001164487],"domain_scores_gemma":[0.9928287,0.0004621198,0.001421026,0.0001284265,0.003030546,0.002129147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002083609,0.0001415081,0.8927153,0.0008061083,0.000104288,0.001002201,0.01061544,0.0002236566,0.0009236892,0.0005505547,0.02014441,0.07256444],"study_design_scores_gemma":[0.00001155454,0.00009243691,0.9666266,0.0005717598,0.00004709092,0.0004509157,0.01578959,0.0002153016,0.0001546713,0.00006678585,0.01593271,0.00004059336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9347973,0.007910568,0.0003066988,0.01477353,0.0002909488,0.0001391217,0.004493058,0.00005335576,0.03723533],"genre_scores_gemma":[0.9914163,0.003920601,0.0003083656,0.001400724,0.00004268474,0.00002280076,0.0006537031,0.000008948019,0.002225875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03235482,"threshold_uncertainty_score":0.2347518,"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."}}