{"id":"W4391221097","doi":"10.1136/bmj.q179","title":"Essential workers during covid-19: how quickly we forget","year":2024,"lang":"en","type":"editorial","venue":"BMJ","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Medicine; Outbreak; Internal medicine","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002430932,0.0005776889,0.001041948,0.0003203114,0.001319447,0.00007284186,0.0005152411,0.004092922,0.0002917594],"category_scores_gemma":[0.003346827,0.000503325,0.0003242381,0.0002695921,0.00007372128,0.0001043698,0.0004222964,0.005084892,0.001160149],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001261268,"about_ca_system_score_gemma":0.01058619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003650716,"about_ca_topic_score_gemma":0.008926844,"domain_scores_codex":[0.9937488,0.001317246,0.001202068,0.001017086,0.001352908,0.00136192],"domain_scores_gemma":[0.9949588,0.002021421,0.0007064143,0.0009457823,0.0003297437,0.001037891],"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":[0.00009840624,0.00001609029,0.0001103095,0.02676443,0.0001400986,0.0002345829,0.004854995,0.000001099671,0.000004149208,0.0001398224,0.9674283,0.000207747],"study_design_scores_gemma":[0.0007515205,0.00005069818,0.00002872092,0.004596061,0.00006462863,0.000003271348,0.01251335,0.000003987937,8.173943e-7,0.0002558815,0.9812458,0.0004853171],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0002493092,0.005696188,0.00004199285,0.1400218,0.8466204,0.002187261,0.0006556463,0.0005491161,0.003978319],"genre_scores_gemma":[0.001766091,0.001905782,0.00005272637,0.0003042659,0.8738979,0.001143533,0.0003034876,0.0002107342,0.1204155],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1397175,"threshold_uncertainty_score":0.9999807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07832089874623727,"score_gpt":0.4787220143621858,"score_spread":0.4004011156159485,"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."}}