{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001192314,0.0003714617,0.0004255644,0.001174828,0.001000474,0.001080059,0.0007243666,0.0004807679,0.001184125],"category_scores_gemma":[0.002049034,0.0004837153,0.0009713984,0.002616129,0.0004413781,0.0008489402,0.0008168147,0.0008387959,0.0002957692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002327299,"about_ca_system_score_gemma":0.002412685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3680342,"about_ca_topic_score_gemma":0.4047888,"domain_scores_codex":[0.9990572,0.0001416019,0.0000829335,0.0001971244,0.0001809336,0.000340255],"domain_scores_gemma":[0.9982145,0.0001467598,0.000734076,0.0001926787,0.0003018477,0.0004101438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004017684,0.00002174116,0.9993253,0.000004427461,0.00003895674,0.00003845642,0.0001391687,0.000010058,0.00002714237,0.000008529573,0.00009893852,0.0002470793],"study_design_scores_gemma":[0.000006370683,0.00003996884,0.9994285,0.000007055827,0.00002067861,0.000052278,0.0002263562,0.0000573291,0.000006443984,0.000007126353,0.0001448504,0.000002988933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974273,0.0001358701,0.00005594637,0.00005402001,0.000004556859,0.00002969043,0.001957615,0.000002832971,0.0003320875],"genre_scores_gemma":[0.9982542,0.0001784378,0.00008437143,0.00004610444,0.000007487833,0.00003222635,0.00122055,0.000002320485,0.0001742621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3680342,"threshold_uncertainty_score":0.731784,"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."}}