{"id":"W3155838542","doi":"10.12927/hcq.2021.26471","title":"How Children and Youth with Medical Complexity Use Hospital and Emergency Department Care across Canada","year":2021,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Health Information","funders":"","keywords":"Emergency department; Health care; Medical diagnosis; Medicine; Medical emergency; Family medicine; Nursing; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0001901688,0.0002858401,0.0004482594,0.00001771544,0.001366718,0.00004526385,0.0001069388,0.0002091294,0.00005393002],"category_scores_gemma":[0.00006729172,0.0002347913,0.00003321761,0.0001562575,0.00011596,0.00016762,0.00007175138,0.0008624786,0.000002296682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002822686,"about_ca_system_score_gemma":0.002964753,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5172818,"about_ca_topic_score_gemma":0.9709028,"domain_scores_codex":[0.9967479,0.0005125554,0.0004806503,0.0006403834,0.0006394429,0.0009791015],"domain_scores_gemma":[0.9978236,0.00009391037,0.0001881482,0.0003925571,0.000349547,0.001152258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005318914,0.00006755933,0.9136361,0.0006562363,0.00003342679,0.00008581307,0.05832637,2.111099e-8,3.240143e-7,0.0006681646,0.001835018,0.02463781],"study_design_scores_gemma":[0.001285744,0.0005249414,0.8902093,0.0005656559,0.00001626127,0.0000320902,0.1057979,0.000003041385,0.000001220827,0.00002992401,0.001273792,0.0002601705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9558496,0.00293478,0.00002560425,0.03744724,0.0006876414,0.0009289825,0.002039305,0.00006761031,0.00001928175],"genre_scores_gemma":[0.9951129,0.0004729147,0.0001205592,0.002715646,0.0004919638,0.00001074334,0.0009371132,0.00003654409,0.0001016005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4536211,"threshold_uncertainty_score":0.9999334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03452756305530579,"score_gpt":0.3440608854109041,"score_spread":0.3095333223555983,"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."}}