{"id":"W4405321380","doi":"10.1177/11786329241306390","title":"Evaluation of In-Hospital and Community-Based Healthcare Utilization and Costs During the Coronavirus 2019 (COVID-19) Pandemic in Alberta, Canada: A Population-Based Descriptive Study","year":2024,"lang":"en","type":"article","venue":"Health Services Insights","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; Alberta Health Services; University of Calgary","funders":"University of Calgary; Alberta Health Services","keywords":"Pandemic; Medicine; Health care; Population; Marginal cost; Medical emergency; Emergency medicine; Public health; Emergency department; Coronavirus disease 2019 (COVID-19); Environmental health; Nursing; Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002246481,0.0001984135,0.0004111878,0.0003670794,0.0003785609,0.00002753433,0.00008637291,0.0001030859,0.000005879249],"category_scores_gemma":[0.0001905159,0.0001561106,0.00001950796,0.0006112778,0.00003912867,0.0001401922,0.00003756105,0.0005823485,4.612444e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004927186,"about_ca_system_score_gemma":0.01019497,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9915971,"about_ca_topic_score_gemma":0.9986212,"domain_scores_codex":[0.9960949,0.001903552,0.0006567324,0.0003189738,0.0007181874,0.0003076475],"domain_scores_gemma":[0.9977656,0.001119584,0.0001922949,0.000329007,0.0002427961,0.0003507448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002597733,0.0002712809,0.946287,0.007000013,0.0000176405,0.00001391366,0.04069862,0.000424815,0.000004331174,0.00003818505,0.000005160956,0.004979223],"study_design_scores_gemma":[0.003022361,0.0007912375,0.9567432,0.001726953,0.00004870554,0.000005486362,0.008298343,0.02882872,0.000003930259,0.0001134339,0.0003029513,0.0001146685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789349,0.008247992,0.000005136765,0.009515174,0.0001776918,0.003046446,0.00003577607,0.00002963349,0.000007215347],"genre_scores_gemma":[0.9917561,0.000259422,0.000009408316,0.00765034,0.00002859113,0.00008920472,0.0001806253,0.0000227236,0.000003619598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03240028,"threshold_uncertainty_score":0.9988927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1404041958180552,"score_gpt":0.4300161894389909,"score_spread":0.2896119936209357,"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."}}