{"id":"W4412397561","doi":"10.1159/000547400","title":"“The Goldilocks Challenge”: CRRT Capacity Building in Small- and Mid-Sized Pediatric ICUs","year":2025,"lang":"en","type":"letter","venue":"Blood Purification","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Goldilocks principle; Intensive care medicine; Medicine; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002173325,0.0003234256,0.0004729754,0.0004035164,0.001868424,0.00008782298,0.0003208585,0.001324598,0.00002400827],"category_scores_gemma":[0.0008194441,0.0002758743,0.00006699344,0.0005806847,0.00005227872,0.00009698291,0.00007831027,0.003279842,0.00002377288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002493853,"about_ca_system_score_gemma":0.001278472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009927292,"about_ca_topic_score_gemma":0.0009283003,"domain_scores_codex":[0.9953507,0.001794082,0.00124505,0.0006711365,0.0002525507,0.0006864423],"domain_scores_gemma":[0.9969836,0.001228456,0.0006069571,0.0007055607,0.0003826778,0.00009275912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009033889,0.000467181,0.02006021,0.008638043,0.0002372211,0.00004401929,0.01204553,0.0002746809,0.0001127826,0.01001724,0.9241964,0.02381633],"study_design_scores_gemma":[0.002714657,0.0001275565,0.007220841,0.00106467,0.0002741149,0.000005663592,0.0006278842,0.001701674,0.00002327404,0.001862524,0.9835122,0.0008649242],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01845842,0.005092755,0.001809949,0.968802,0.001476832,0.002970392,0.00007637026,0.0001512693,0.001162057],"genre_scores_gemma":[0.1007385,0.08577968,0.05487955,0.68039,0.02620385,0.009911565,0.00383524,0.0004755941,0.03778608],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.288412,"threshold_uncertainty_score":0.9999719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0690305898045513,"score_gpt":0.3513787670784529,"score_spread":0.2823481772739017,"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."}}