{"id":"W3162675866","doi":"10.1371/journal.pone.0251877","title":"Acute healthcare resource utilization by age: A cohort study","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Health Sciences Centre; Sunnybrook Hospital; University of Toronto; Sunnybrook Health Science Centre","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Mechanical ventilation; Emergency department; Emergency medicine; Intensive care unit; Acute care; Population; Cohort; Health care; Pediatrics; Demography; 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":[0.0001006442,0.0001079401,0.0003436004,0.00002918692,0.0001225687,0.000007865911,0.00004298871,0.00004702012,0.0001502624],"category_scores_gemma":[0.0001553185,0.0001006516,0.00004309558,0.000281191,0.00002408083,0.00003150821,0.0000619139,0.0001554124,0.00002239434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003997305,"about_ca_system_score_gemma":0.00004428884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002557417,"about_ca_topic_score_gemma":0.00007116814,"domain_scores_codex":[0.9988424,0.00006824824,0.0002037923,0.0002824017,0.0004236419,0.0001795592],"domain_scores_gemma":[0.9993044,0.00002094335,0.00003914377,0.0002922833,0.0002550727,0.00008818836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001457217,0.01007985,0.8447672,0.0004521874,0.004360496,0.0008973301,0.004100035,1.164656e-7,0.0221254,0.00006801526,0.1118182,0.001185521],"study_design_scores_gemma":[0.009920478,0.006906828,0.6625012,0.002321115,0.01454244,0.00007831537,0.03720071,0.0001336075,0.1836863,0.000243549,0.08094794,0.00151758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824921,0.005787747,0.00001232274,0.005086696,0.00005045132,0.0006967842,0.0000432468,0.0001070131,0.005723656],"genre_scores_gemma":[0.9851425,0.002501094,0.000207191,0.001812338,0.0001576016,0.0000877165,0.0004000812,0.00002537787,0.009666127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.182266,"threshold_uncertainty_score":0.4104453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07997239023561237,"score_gpt":0.3227316124744041,"score_spread":0.2427592222387918,"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."}}