{"id":"W3160058803","doi":"10.1007/978-3-030-74611-7_82","title":"An Ergonomic, Safety and Wellness Perspective of a Screener Role During the COVID-19 Pandemic","year":2021,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Perspective (graphical); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Psychology; Medical emergency; Virology; Computer science; Pathology","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":[0.0003342958,0.0003161856,0.0008732831,0.00009560923,0.0001491314,0.00004206628,0.00009260156,0.0004871246,0.00006470183],"category_scores_gemma":[0.000102927,0.0001933455,0.0001078091,0.00005378974,0.0001548646,0.00002985196,0.00008266011,0.0006149077,3.38108e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001917334,"about_ca_system_score_gemma":0.000133529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006911691,"about_ca_topic_score_gemma":0.0006286307,"domain_scores_codex":[0.9986575,0.00007747943,0.0004362939,0.0004567002,0.0001509041,0.0002210781],"domain_scores_gemma":[0.9986913,0.0003972211,0.0001956107,0.0003990008,0.00006561949,0.0002512769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005103741,0.0002548589,0.5475276,0.005929368,0.002485132,0.001093121,0.01349587,0.2302026,0.0006902115,0.1444177,0.0001743173,0.04862551],"study_design_scores_gemma":[0.03170654,0.004624616,0.1990702,0.03017067,0.004244298,0.01305897,0.01584985,0.2471098,0.000172286,0.0261406,0.4189278,0.008924302],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2528357,0.6330181,0.03888165,0.005286808,0.002255041,0.006345127,0.0002829252,0.0002675813,0.06082712],"genre_scores_gemma":[0.9878124,0.004208159,0.00002125256,0.0003426621,0.0006322365,0.000008953855,0.00003069722,0.00004806288,0.006895578],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7349767,"threshold_uncertainty_score":0.7884401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0149785930160459,"score_gpt":0.2667082630345123,"score_spread":0.2517296700184664,"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."}}