{"id":"W996343984","doi":"","title":"Development of Phenylboronic Acid Containing Mucoadhesive Hydrogel Materials for Ophthalmic Drug delivery applications","year":2014,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Advanced Drug Delivery Systems","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Phenylboronic acid; Drug delivery; Chemistry; Drug; Pharmacology; Medicine; Organic chemistry","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","sts"],"consensus_categories":[],"category_scores_codex":[0.004030628,0.000403134,0.0006606586,0.0002792318,0.001005426,0.00002533012,0.0009959025,0.0002625439,0.0002051457],"category_scores_gemma":[0.0006390444,0.000402552,0.00009070376,0.0006652104,0.004186051,0.000414213,0.0003343174,0.0003546896,0.0001325118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004234071,"about_ca_system_score_gemma":0.001209443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002350894,"about_ca_topic_score_gemma":0.000005413763,"domain_scores_codex":[0.9961756,0.0004744548,0.0009751332,0.0009346927,0.0004388045,0.001001284],"domain_scores_gemma":[0.9965536,0.001002533,0.0007908475,0.0003387738,0.0008393704,0.0004748788],"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":[0.0001543043,0.0001733831,0.001728514,0.00008211449,0.00007792633,0.000009758858,0.002771286,0.0001390845,0.9905657,0.00175023,0.000025882,0.002521778],"study_design_scores_gemma":[0.0009837847,0.0003148403,0.0008743144,0.0000443179,0.00005573793,0.0001414407,0.0009305562,0.00105253,0.9873188,0.004015475,0.003858391,0.0004098286],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955111,0.00020783,0.0005368866,0.00007224925,0.0006948638,0.001607113,0.00007757234,0.00007507943,0.001217333],"genre_scores_gemma":[0.9858288,0.000005016371,0.01234823,0.0003087305,0.0001709902,0.001140099,0.00003729145,0.00003623399,0.0001245976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01181134,"threshold_uncertainty_score":0.9998426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1044783491411046,"score_gpt":0.4307272785452577,"score_spread":0.3262489294041532,"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."}}