{"id":"W2432953919","doi":"10.1093/joneph/22.6.685","title":"Clinical research in pediatric nephrology: challenges, and strategies to address them","year":2009,"lang":"en","type":"article","venue":"Journal of Nephrology","topic":"Pediatric Urology and Nephrology Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Children's Hospital","funders":"","keywords":"Medicine; Relevance (law); Nephrology; MEDLINE; Intensive care medicine; Engineering ethics; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.5366924,0.002532642,0.006385597,0.007577269,0.007314406,0.01955186,0.00756801,0.01703397,0.005561079],"category_scores_gemma":[0.5824395,0.002062805,0.002502929,0.008037725,0.03148039,0.02910488,0.02325653,0.0194668,0.001643358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007721317,"about_ca_system_score_gemma":0.05204759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002545766,"about_ca_topic_score_gemma":0.005117528,"domain_scores_codex":[0.5433315,0.376735,0.03592126,0.008748722,0.03159915,0.003664364],"domain_scores_gemma":[0.1379067,0.7625599,0.02220619,0.01745949,0.04472199,0.01514573],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009503094,0.0009376744,0.02605847,0.04026272,0.0018617,0.003434578,0.01649503,0.004689955,0.0009566642,0.2250427,0.1819072,0.4974031],"study_design_scores_gemma":[0.001109271,0.001001926,0.01268337,0.04824106,0.0007511506,0.004339733,0.03255836,0.005080712,0.0007372641,0.6492502,0.243652,0.0005950458],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.003043746,0.07681482,0.03795652,0.8704505,0.006766034,0.0008598758,0.0001136347,0.0001680941,0.003826822],"genre_scores_gemma":[0.1372946,0.1729267,0.3503382,0.2707629,0.04979588,0.01544237,0.0003690379,0.0002950941,0.00277534],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.4633076,"threshold_uncertainty_score":0.5713408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1808368355586115,"score_gpt":0.430875390788086,"score_spread":0.2500385552294745,"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."}}