{"id":"W4375859263","doi":"10.32920/22779791.v1","title":"Pediatric epidemic crisis: Lessons for policy and practice development","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preparedness; Outbreak; Medicine; Stakeholder; Vulnerability (computing); Best practice; Health care; Environmental health; Political science; Nursing; Family medicine; Economic growth; Public relations; Virology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04554982,0.001106891,0.001011385,0.003358731,0.006276784,0.01946991,0.004876294,0.01304533,0.02048814],"category_scores_gemma":[0.07990474,0.0008535413,0.001030466,0.002756488,0.007446924,0.01490053,0.01146962,0.01397086,0.004198558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0149692,"about_ca_system_score_gemma":0.1089757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01916257,"about_ca_topic_score_gemma":0.02910937,"domain_scores_codex":[0.9777785,0.01551588,0.001064282,0.0009225678,0.001921112,0.002797668],"domain_scores_gemma":[0.9032648,0.04470841,0.002669755,0.002654457,0.01634634,0.0303562],"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":[0.0000975515,0.0008081321,0.006346057,0.00438611,0.00005631828,0.001474591,0.03538029,0.001208449,0.0002162888,0.07863355,0.5669541,0.3044386],"study_design_scores_gemma":[0.0001759041,0.0001536084,0.004729318,0.02174883,0.00006008661,0.0006042465,0.1784463,0.001175409,0.0003958466,0.1284329,0.6639423,0.0001352416],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002273874,0.01747866,0.002684773,0.9626319,0.003397292,0.0001640756,0.00008904917,0.0001049552,0.0111754],"genre_scores_gemma":[0.315093,0.2355431,0.1345569,0.2749349,0.01021893,0.003569335,0.0008776049,0.000457617,0.0247486],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04554982,"threshold_uncertainty_score":0.2408934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2851868118207609,"score_gpt":0.5515803194461552,"score_spread":0.2663935076253942,"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."}}