{"id":"W4229053234","doi":"10.1038/s41390-022-02103-x","title":"On-demand drug quantification: an increasing need in pediatric patients","year":2022,"lang":"en","type":"letter","venue":"Pediatric Research","topic":"Pharmaceutical studies and practices","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Drug; Medicine; Intensive care medicine; Pediatric research; Pharmacology; Pediatrics","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005347315,0.0003436967,0.0006085375,0.001658613,0.0005861326,0.000138242,0.0005542283,0.0003707249,0.001724684],"category_scores_gemma":[0.003528651,0.0003049246,0.0001311237,0.002672236,0.0001086025,0.0002153621,0.0004545326,0.008378589,0.0003456676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004887662,"about_ca_system_score_gemma":0.0004387385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005616744,"about_ca_topic_score_gemma":0.00001026149,"domain_scores_codex":[0.9915258,0.002613278,0.0006740906,0.0009720238,0.003100563,0.001114236],"domain_scores_gemma":[0.9927658,0.005557642,0.0002299806,0.0007263411,0.0004277673,0.0002925149],"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":[0.0007354224,0.000573886,0.2317794,0.0006926202,0.00002456434,0.0004455451,0.0002121717,0.000003361097,5.5453e-7,0.00001726889,0.7648754,0.0006397862],"study_design_scores_gemma":[0.002629383,0.0009977316,0.1352815,0.0000218514,0.000344113,0.00001103753,0.0001489173,0.000136788,0.000002021841,0.0004046435,0.8595257,0.0004963025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5222691,0.004812661,0.000001183767,0.4576316,0.0008355863,0.001916824,0.00008582584,0.00007798415,0.01236933],"genre_scores_gemma":[0.6576597,0.04462753,0.0001897811,0.240552,0.04628399,0.001048128,0.002980897,0.000356483,0.0063015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2170796,"threshold_uncertainty_score":0.9999403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1748469009627526,"score_gpt":0.4561181959583726,"score_spread":0.28127129499562,"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."}}