{"id":"W2970385083","doi":"10.1097/pcc.0000000000002004","title":"Universal Risk Scores and Local Relevance: Feasible in the Digital Health Age?*","year":2019,"lang":"en","type":"letter","venue":"Pediatric Critical Care Medicine","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Relevance (law); MEDLINE","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":[],"consensus_categories":[],"category_scores_codex":[0.008225833,0.0002673538,0.0006862375,0.0008119441,0.002111729,0.003892032,0.001072283,0.015669,0.01121328],"category_scores_gemma":[0.08513287,0.0003007603,0.0004050512,0.0008048767,0.004791669,0.006203879,0.002880163,0.01672879,0.002873741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003057135,"about_ca_system_score_gemma":0.004017634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005507853,"about_ca_topic_score_gemma":0.009563283,"domain_scores_codex":[0.9935701,0.003355335,0.0007072238,0.0005819298,0.001225746,0.0005596417],"domain_scores_gemma":[0.9448335,0.04274472,0.001889534,0.001604533,0.004967052,0.003960686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001350376,0.00007007121,0.0138198,0.0001179651,0.00001976545,0.003346248,0.0008529951,0.0001677587,0.0002409607,0.04248379,0.8092616,0.129484],"study_design_scores_gemma":[0.0001796255,0.0001532913,0.009801649,0.001533775,0.00004452204,0.01008055,0.005144378,0.001529269,0.00045917,0.2191055,0.7518562,0.0001120066],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001282394,0.0007356447,0.0002826585,0.9924426,0.001415947,0.000003951164,0.0000257277,0.000007280649,0.003803784],"genre_scores_gemma":[0.0972763,0.003838928,0.002478533,0.8505513,0.03869528,0.00007068438,0.0001296139,0.00007056207,0.006888745],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.015669,"threshold_uncertainty_score":0.04350287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08378411526021232,"score_gpt":0.4075707675173928,"score_spread":0.3237866522571805,"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."}}