{"id":"W4390586209","doi":"10.1017/ice.2023.59","title":"Stepping on the brakes of the DeLorean: Considerations before implementing universal masking","year":2024,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of British Columbia","funders":"","keywords":"Masking (illustration); Content (measure theory); Computer science; Action (physics); Mathematics; Art; Physics; Visual arts","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":[],"consensus_categories":[],"category_scores_codex":[0.002641969,0.0001136254,0.0003083035,0.00005875628,0.001118093,0.000007574841,0.0000475789,0.0001816774,0.00008783048],"category_scores_gemma":[0.001589827,0.00005938363,0.0001022643,0.00008558036,0.000125315,0.00006651606,0.00005409325,0.0006164922,0.00001211365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006401315,"about_ca_system_score_gemma":0.0001497358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002858414,"about_ca_topic_score_gemma":0.003258774,"domain_scores_codex":[0.9970706,0.00169258,0.0006072516,0.0002102646,0.00006592066,0.0003533947],"domain_scores_gemma":[0.993048,0.006392372,0.0002358736,0.0001690181,0.0001059665,0.00004873864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000006626049,0.00001057633,0.1827485,0.0002068425,0.000106158,0.000001572483,0.003851281,0.00004391226,0.00002859076,0.8027871,0.002157675,0.008051197],"study_design_scores_gemma":[0.001115274,0.0007643701,0.7767746,0.001538519,0.0001111788,0.0000208339,0.01103493,0.01119051,0.000008299748,0.07521061,0.1219708,0.0002601049],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8094428,0.001791226,0.002828049,0.1742434,0.003153159,0.001303893,0.00005164692,0.0001233944,0.00706239],"genre_scores_gemma":[0.9964887,0.0001142958,0.00001583133,0.002603212,0.0005612673,0.00007861541,0.000001992384,0.0000111788,0.0001248912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7275764,"threshold_uncertainty_score":0.8599581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08067370336032449,"score_gpt":0.4102407203036914,"score_spread":0.3295670169433669,"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."}}