{"id":"W2215342724","doi":"10.1093/pch/9.6.395","title":"Paediatric emergency research in Canada: Using the iterative loop of research as a paradigm for advancing the field","year":2004,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; University of Alberta; University of Calgary; Calgary Laboratory Services","funders":"","keywords":"Paradigm shift; Field (mathematics); Loop (graph theory); Field research; Computer science; Data science; Sociology; Epistemology; Social science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3617594,0.001133016,0.002261339,0.01254096,0.03201354,0.04470223,0.01031517,0.01173375,0.003285278],"category_scores_gemma":[0.4075358,0.001539102,0.001196644,0.01246023,0.09199921,0.02117272,0.03517725,0.01474973,0.0003424358],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1702029,"about_ca_system_score_gemma":0.7128891,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7314267,"about_ca_topic_score_gemma":0.7981014,"domain_scores_codex":[0.6243424,0.2962504,0.01225944,0.008113031,0.0426303,0.01640426],"domain_scores_gemma":[0.2351937,0.5734407,0.02163366,0.02203167,0.09319721,0.05450303],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004480899,0.0007280376,0.05268969,0.005239938,0.0003043799,0.0007602788,0.2072645,0.003222571,0.0009547316,0.5117375,0.02858113,0.1880691],"study_design_scores_gemma":[0.0009483706,0.001212852,0.03754281,0.01150988,0.0002808411,0.0004063151,0.2560401,0.005018997,0.001213613,0.4780238,0.207215,0.0005873244],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05416151,0.02091078,0.0277896,0.8334495,0.002341271,0.004006435,0.0001704409,0.000264595,0.05690592],"genre_scores_gemma":[0.8095165,0.01535868,0.1033554,0.06438605,0.001059603,0.002368799,0.0001138331,0.0001277473,0.003713411],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8297971,"threshold_uncertainty_score":0.962447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09185262246894993,"score_gpt":0.437102411431586,"score_spread":0.345249788962636,"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."}}