{"id":"W3165293978","doi":"10.1371/journal.pone.0252441","title":"The impact of COVID-19 on hospital admissions and emergency department visits: A population-based study","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":210,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; Alberta Health Services; Alberta Health; University of Calgary","funders":"","keywords":"Medicine; Emergency department; Public health; Emergency medicine; Population; Ambulatory; Retrospective cohort study; Health care; Coronavirus disease 2019 (COVID-19); Public hospital; Pediatrics; Disease; Internal medicine; Environmental health; 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":[0.0001922189,0.0001169781,0.0002761803,0.00006178853,0.0002051511,0.00001041185,0.00004327535,0.00004218608,0.0003797669],"category_scores_gemma":[0.003626818,0.00007472943,0.00007936185,0.0002100186,0.000007430609,0.00002444055,0.00002685329,0.0001248342,0.00000493855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002745889,"about_ca_system_score_gemma":0.001448347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009003843,"about_ca_topic_score_gemma":0.0003795429,"domain_scores_codex":[0.9988037,0.00009806851,0.0002830322,0.0002053198,0.00041114,0.0001987769],"domain_scores_gemma":[0.9983959,0.0003078532,0.00009451735,0.000364978,0.0001589848,0.0006777368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000306532,0.008524795,0.988052,0.0002075678,0.0003195891,0.00004910659,0.0007682316,0.00001973105,0.0006944782,0.00002590253,0.0005801292,0.0004519234],"study_design_scores_gemma":[0.001489791,0.004545471,0.9923329,0.000134662,0.0001936652,0.000001082935,0.0003955529,0.0001957304,0.0004695091,0.00009300214,0.00006784622,0.00008080463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820341,0.000525262,0.000007182515,0.0163986,0.00003295127,0.0008840196,0.00004779689,0.00003087495,0.00003916403],"genre_scores_gemma":[0.9989656,0.0001330525,0.00005739892,0.0005311765,0.0000763069,0.0000331235,0.00004897496,0.00001384148,0.0001405612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01693141,"threshold_uncertainty_score":0.4341902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09501571466595544,"score_gpt":0.410745933317783,"score_spread":0.3157302186518276,"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."}}