{"id":"W4401007184","doi":"10.1093/pch/pxae023","title":"Research capacity and limitations in Canadian paediatric emergency departments: An observational study on biomarker discovery","year":2024,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Ottawa; University of Manitoba; Children's Hospital Research Institute of Manitoba; University of British Columbia; Izaak Walton Killam Health Centre; Queen's University; Dalhousie University; Women and Children’s Health Research Institute; Centre Hospitalier Universitaire Sainte-Justine; McMaster University; London Health Sciences Centre; Children's Hospital of Eastern Ontario; University of Calgary; Université de Montréal; University of Saskatchewan; University of Alberta","funders":"Canadian Institutes of Health Research; Alberta Children's Hospital Research Institute","keywords":"Observational study; Biomarker; Medicine; Medical emergency; Internal medicine; Biology","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":[0.01421979,0.0006090355,0.001121715,0.002696347,0.006994765,0.003602189,0.003901084,0.001150161,0.002362242],"category_scores_gemma":[0.05292454,0.000813114,0.0007936732,0.01276568,0.003349342,0.001449132,0.003431492,0.002211428,0.0002378796],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07451537,"about_ca_system_score_gemma":0.1552772,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9807555,"about_ca_topic_score_gemma":0.9815972,"domain_scores_codex":[0.9782114,0.003610473,0.002435063,0.002450369,0.008050676,0.005242021],"domain_scores_gemma":[0.9473672,0.00950076,0.01713946,0.002137061,0.01520243,0.00865311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001677681,0.00008914575,0.9853243,0.0002323829,0.000074312,0.0002171414,0.006192634,0.00009208288,0.00007934195,0.0003129413,0.002491528,0.004726478],"study_design_scores_gemma":[0.00002939665,0.00008441327,0.984959,0.0002036455,0.00004353472,0.0001577147,0.01174174,0.0002585288,0.00006032766,0.00007556444,0.002344359,0.00004179652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881545,0.001494385,0.0003473581,0.00230599,0.00003143103,0.0004399412,0.004147068,0.00001795322,0.003061257],"genre_scores_gemma":[0.9965528,0.0006503832,0.0006307946,0.0007701875,0.00001636414,0.0001643787,0.0009924932,0.000009490014,0.0002131104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9254847,"threshold_uncertainty_score":0.5406494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4852607226701612,"score_gpt":0.4966881795579925,"score_spread":0.01142745688783126,"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."}}