{"id":"W4226054958","doi":"10.20944/preprints202203.0117.v3","title":"Compounded Nonsterile Preparations and FDA-Approved Commercially Available Liquid Products for Children: A North American Update","year":2022,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Pharmaceutical studies and practices","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Center for Advancing Translational Sciences; National Institutes of Health; Georgia Clinical and Translational Science Alliance","keywords":"Food and drug administration; Medicine; Pharmaceutical industry; Approved drug; Drug; Business; Pharmacology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007499591,0.0004756886,0.0009869318,0.0001095295,0.0005957637,0.00005806802,0.0004033736,0.00009945874,0.001125449],"category_scores_gemma":[0.0006422337,0.0004715249,0.0001907272,0.0002941964,0.0003735974,0.0001393599,0.003172197,0.001164122,0.0002167534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001682086,"about_ca_system_score_gemma":0.0004178848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005243791,"about_ca_topic_score_gemma":0.0002866148,"domain_scores_codex":[0.9967674,0.0002319645,0.0006580943,0.001410843,0.0003908564,0.0005408491],"domain_scores_gemma":[0.997344,0.0002506856,0.0006150634,0.001227029,0.0002912194,0.0002720627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008291555,0.001860545,0.9613014,0.001288527,0.002713843,0.00002098741,0.001607046,0.0001222252,0.004713828,0.0001737341,0.01585677,0.002049532],"study_design_scores_gemma":[0.001962983,0.0006170112,0.4966173,0.00007213604,0.001095136,0.00006043667,0.0001501333,0.0004279548,0.004320251,0.00005333634,0.4938717,0.0007516371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971562,0.0006087433,0.000066237,0.01450827,0.0004517983,0.004654763,0.0004371947,0.0002149199,0.007496079],"genre_scores_gemma":[0.9880066,0.001671521,0.00181911,0.002516323,0.0004604033,0.001710581,0.001101184,0.0000771718,0.002637138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4780149,"threshold_uncertainty_score":0.9997876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1892109385781928,"score_gpt":0.4116894035440019,"score_spread":0.222478464965809,"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."}}