{"id":"W2795656442","doi":"10.18433/jpps29745","title":"Are Excipients Inert? Phenytoin Pharmaceutical Investigations with New Incompatibility Insights","year":2018,"lang":"en","type":"article","venue":"Journal of Pharmacy & Pharmaceutical Sciences","topic":"Drug Solubulity and Delivery Systems","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Excipient; Chemistry; Phenytoin; Bioavailability; Lactose; Chromatography; Active ingredient; Solubility; Pharmacology; Food science; Organic chemistry; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00344726,0.0006445569,0.0009318455,0.0005369223,0.00124283,0.0002266032,0.001629835,0.0002507483,0.003250493],"category_scores_gemma":[0.00061795,0.0004706399,0.0003251275,0.002018858,0.004502128,0.001645903,0.0003037749,0.00217741,0.0004285519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002725412,"about_ca_system_score_gemma":0.001172124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001011879,"about_ca_topic_score_gemma":0.0001290143,"domain_scores_codex":[0.9931574,0.001409626,0.001754913,0.0008153631,0.001620744,0.001241935],"domain_scores_gemma":[0.993569,0.001068965,0.00146598,0.000326302,0.001015921,0.00255386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006663832,0.003944004,0.740369,0.0003278845,0.001228155,0.0006230677,0.005539766,0.002031915,0.0674906,0.002063887,0.05346447,0.1162534],"study_design_scores_gemma":[0.008409975,0.0008466614,0.008882519,0.0001651274,0.0006434882,0.0005988127,0.0006108781,0.02202229,0.08740592,0.0008780942,0.8687797,0.0007564893],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761835,0.001854923,0.001048514,0.005867012,0.004002348,0.0006736022,0.0000316498,0.0001366665,0.01020173],"genre_scores_gemma":[0.9853002,0.0005008845,0.001330244,0.009224037,0.003285161,0.00001305498,0.000003542417,0.00003929359,0.0003036215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8153152,"threshold_uncertainty_score":0.9997745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.280601064248118,"score_gpt":0.4878869800381502,"score_spread":0.2072859157900322,"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."}}