{"id":"W4315928280","doi":"10.1371/journal.pone.0280362","title":"Healthcare utilization in Canadian children and young adults with asthma during the COVID-19 pandemic","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Victoria Hospital; Institute for Clinical Evaluative Sciences; Hospital for Sick Children; Public Health Ontario; University of Toronto","funders":"Institute for Clinical Evaluative Sciences; Cancer Care Ontario","keywords":"Medicine; Asthma; Pandemic; Medical prescription; Emergency department; Population; Rate ratio; Confounding; Confidence interval; Health care; Pediatrics; Young adult; Emergency medicine; Coronavirus disease 2019 (COVID-19); Environmental health; Internal medicine; Disease; Infectious disease (medical specialty)","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":[0.0007104459,0.0002765238,0.0004762137,0.001330558,0.001435529,0.0008926369,0.0009422156,0.0005206656,0.001147998],"category_scores_gemma":[0.002831081,0.0002455221,0.001035442,0.003383661,0.0004342982,0.0003426487,0.0006465954,0.0007306735,0.00009994737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02492296,"about_ca_system_score_gemma":0.02525126,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9899317,"about_ca_topic_score_gemma":0.9923981,"domain_scores_codex":[0.9989261,0.0000737365,0.00008333891,0.0001105085,0.0004280983,0.0003781833],"domain_scores_gemma":[0.9984603,0.00009742803,0.0005437399,0.00003944693,0.0004783125,0.0003807542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003574638,0.00001511926,0.9944496,0.00006563394,0.00005990578,0.00007581565,0.0004447031,0.0001083937,0.00004814786,0.00005776646,0.001031639,0.003607647],"study_design_scores_gemma":[0.000001978636,0.00000922536,0.9990271,0.00003071536,0.00001425902,0.0000382675,0.0003644328,0.00008301558,0.0000121009,0.000006453756,0.0004075207,0.000004874906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981214,0.003944857,0.00007508512,0.001056476,0.00003466258,0.00007495555,0.009946082,0.00001585985,0.003638032],"genre_scores_gemma":[0.9948803,0.001812348,0.0001437456,0.0002199929,0.00001647145,0.00002722044,0.002603138,0.000002891501,0.000293877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02492296,"threshold_uncertainty_score":0.1808296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.102198592661616,"score_gpt":0.3389914742281644,"score_spread":0.2367928815665484,"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."}}