{"id":"W4210609595","doi":"10.52403/ijrr.20220167","title":"Factorial Design Executed Development of Miconazole Nitrate Microemulsion Based Bioadhesive Gel and Its Evaluation","year":2022,"lang":"en","type":"article","venue":"International Journal of Research and Review","topic":"Advanced Drug Delivery Systems","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rowan Williams Davies & Irwin (Canada)","funders":"","keywords":"Bioadhesive; Miconazole Nitrate; Miconazole; Chromatography; Chemistry; Microemulsion; Hydroxyethyl cellulose; Permeation; Factorial experiment; Polyvinyl alcohol; Solubility; Drug delivery; Organic chemistry; Biochemistry; Pulmonary surfactant; Microbiology; Cellulose; Antifungal","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":[0.004100895,0.001718318,0.003655797,0.0009119709,0.0006228327,0.001542045,0.001551566,0.001189073,0.009087012],"category_scores_gemma":[0.00277287,0.0006868535,0.001833578,0.0009087166,0.0006420078,0.0003660253,0.0007660222,0.002334829,0.0008743227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009283477,"about_ca_system_score_gemma":0.00181863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001420576,"about_ca_topic_score_gemma":0.001380518,"domain_scores_codex":[0.9958014,0.001316081,0.000518247,0.0008170672,0.0008825811,0.0006646121],"domain_scores_gemma":[0.9977412,0.0008395814,0.0004482328,0.0001877377,0.0006436303,0.0001396085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.03888687,0.0212699,0.003811317,0.006785152,0.0009560697,0.0003107159,0.0009955242,0.01764364,0.8378789,0.002959179,0.001526722,0.06697603],"study_design_scores_gemma":[0.005684736,0.3744022,0.03768419,0.000358854,0.003076579,0.0002768725,0.0007626266,0.05001981,0.4678588,0.001860357,0.05763587,0.0003791056],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8765286,0.003481866,0.08149141,0.0002317026,0.001156764,0.02416428,0.004703252,0.0008835181,0.00735864],"genre_scores_gemma":[0.6169057,0.002602453,0.2763953,0.0004242739,0.0001628613,0.08253884,0.003215109,0.0002857482,0.01746973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009087012,"threshold_uncertainty_score":0.03039914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4308399652900661,"score_gpt":0.5677246512432255,"score_spread":0.1368846859531593,"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."}}