{"id":"W3003984678","doi":"10.3390/scipharm88010006","title":"Assessment of “Sameness” and/or Differences between Marketed Creams Containing Miconazole Nitrate Using a Discriminatory in vitro Release Testing (IVRT) Method","year":2020,"lang":"en","type":"article","venue":"Scientia Pharmaceutica","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Rhodes University","keywords":"Miconazole Nitrate; Reproducibility; Computer science; Robustness (evolution); Reliability (semiconductor); Reliability engineering; Biochemical engineering; Chromatography; Chemistry; Medicine; Miconazole; Physics; Dermatology","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"],"consensus_categories":[],"category_scores_codex":[0.001792382,0.0004035482,0.000700788,0.0002539479,0.0003383681,0.00004916002,0.0004765631,0.0001961479,0.0004811409],"category_scores_gemma":[0.0003140017,0.0003750468,0.0000930259,0.000918838,0.0006355112,0.0003721832,0.000316926,0.001119429,0.000004791993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000121913,"about_ca_system_score_gemma":0.0003642123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005432234,"about_ca_topic_score_gemma":0.00000383348,"domain_scores_codex":[0.9957492,0.001350491,0.0008772417,0.0007943767,0.0004205255,0.0008081318],"domain_scores_gemma":[0.9968834,0.001843669,0.0003656738,0.0001869161,0.0001533143,0.0005670147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001323406,0.0002985949,0.1437001,0.0004890038,0.0002461592,0.0001267867,0.001102113,0.001412442,0.8118801,0.0001199316,0.00001423725,0.03928713],"study_design_scores_gemma":[0.005788328,0.0002792716,0.03205471,0.0001636717,0.0009195977,0.00002219747,0.001724483,0.6170205,0.339883,0.0001679195,0.001275516,0.0007007584],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849238,0.0005533963,0.01121579,0.0004140261,0.0003671927,0.0007642878,0.0002612388,0.00008975901,0.001410549],"genre_scores_gemma":[0.9725961,0.0001002747,0.02555591,0.001510351,0.0001056357,0.00003924009,0.00002471327,0.00003907928,0.00002866319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6156081,"threshold_uncertainty_score":0.9998701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3431139729402244,"score_gpt":0.5092049368512924,"score_spread":0.166090963911068,"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."}}