{"id":"W4366439482","doi":"10.1016/j.ijbiomac.2023.124538","title":"Cellulose derivatives and natural gums as gelling agents for preparation of emulgel-based dosage forms: A brief review","year":2023,"lang":"en","type":"review","venue":"International Journal of Biological Macromolecules","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Carboxymethyl cellulose; Emulsion; Pulmonary surfactant; Chemistry; Chromatography; Polyvinyl alcohol; Dosage form; Permeation; Hydroxypropyl cellulose; Drug delivery; Active ingredient; Excipient; Organic chemistry; Pharmacology; Sodium; Polymer; Medicine","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":[0.0008975614,0.0003838416,0.001258608,0.0001927113,0.00006739164,0.0000252688,0.0007183308,0.0003818401,0.0001644648],"category_scores_gemma":[0.0007950001,0.0002686192,0.0006747292,0.0001552379,0.0003046991,0.0001244875,0.000124518,0.0007174649,0.00001286015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001051852,"about_ca_system_score_gemma":0.0001614754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000015345,"about_ca_topic_score_gemma":8.771099e-7,"domain_scores_codex":[0.9970171,0.000512287,0.001548736,0.000328132,0.0003275533,0.0002662324],"domain_scores_gemma":[0.9959523,0.001558995,0.001743153,0.00010587,0.0005183826,0.0001212965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001389114,0.0006393169,0.00004144139,0.02269595,0.003851074,0.0005267581,0.0001216481,0.0001256384,0.00122576,0.001543528,0.001259231,0.9665806],"study_design_scores_gemma":[0.001402657,0.0007352475,0.00001274523,0.02033742,0.00111124,0.0002386552,0.000019303,0.0003527623,0.002097112,0.001545729,0.9717441,0.0004030298],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00184109,0.9916051,0.003657806,0.0001870659,0.001137919,0.00105103,0.0004231509,0.00002171068,0.00007515023],"genre_scores_gemma":[0.005360702,0.9917694,0.001197362,0.0009044454,0.0002246326,0.00007200002,0.0003257336,0.00003174869,0.000114002],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9704849,"threshold_uncertainty_score":0.9999766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2125752898936054,"score_gpt":0.5272863556156293,"score_spread":0.3147110657220239,"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."}}