{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006047952,0.0004652916,0.001136751,0.001082132,0.002840521,0.004880091,0.00171905,0.03603461,0.0112234],"category_scores_gemma":[0.03600226,0.0006162675,0.0009838571,0.001481047,0.003635669,0.005103054,0.002480214,0.0246356,0.004104519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004381442,"about_ca_system_score_gemma":0.01005783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005473551,"about_ca_topic_score_gemma":0.01230174,"domain_scores_codex":[0.990789,0.003075714,0.001823392,0.0008768849,0.00256637,0.0008687431],"domain_scores_gemma":[0.9262565,0.04043259,0.007376493,0.001289706,0.0097724,0.01487228],"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":[0.00007146975,0.00009274824,0.01387369,0.0003299318,0.0000299633,0.0176743,0.0005984477,0.0001999196,0.0006459067,0.008754057,0.9153807,0.04234891],"study_design_scores_gemma":[0.00008532322,0.0001595827,0.01303099,0.001460984,0.0000333303,0.02871657,0.003080538,0.0008307298,0.0004535349,0.0165201,0.9355298,0.00009840593],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00103069,0.00140541,0.0001941849,0.9923922,0.001915455,0.000005965668,0.00004815352,0.00002512371,0.00298285],"genre_scores_gemma":[0.0130212,0.004219906,0.001341338,0.9538976,0.02341917,0.00002516899,0.00006447982,0.00006095048,0.003950218],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03603461,"threshold_uncertainty_score":0.03754604,"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."}}