{"id":"W2107719751","doi":"10.1002/jps.23777","title":"Multi‐arm PEG/Silica Hydrogel for Sustained Ocular Drug Delivery","year":2013,"lang":"en","type":"article","venue":"Journal of Pharmaceutical Sciences","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Agilent Technologies","keywords":"Self-healing hydrogels; PEG ratio; Ethylene glycol; Drug delivery; Chemistry; Chemical engineering; Chromatography; Nuclear chemistry; Polymer chemistry; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001023083,0.0001374272,0.000322298,0.0001286789,0.0001779512,0.00007024124,0.0002648443,0.00005451163,0.0004405609],"category_scores_gemma":[0.0003158044,0.00008925952,0.0003022803,0.0002592141,0.0002599297,0.0003968113,0.00004362403,0.000269593,0.00004928388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007380122,"about_ca_system_score_gemma":0.0003089648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002801373,"about_ca_topic_score_gemma":0.000004057346,"domain_scores_codex":[0.9982801,0.00004454712,0.000428957,0.0001840152,0.0005872392,0.0004751422],"domain_scores_gemma":[0.9985206,0.0002557521,0.0001658497,0.0001011125,0.0004534575,0.0005032146],"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":[0.0008733833,0.002358441,0.2123538,0.0003993099,0.0005586923,0.0003983207,0.0008634142,0.0001185843,0.7107285,0.001145895,0.007291382,0.06291034],"study_design_scores_gemma":[0.02628299,0.005567655,0.04249988,0.0007072218,0.00193397,0.0007600355,0.00939723,0.2137801,0.4283485,0.00426436,0.265138,0.001320125],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870676,0.001978053,0.000619926,0.00923692,0.0002588412,0.0004237777,0.000001896427,0.00001608003,0.0003968639],"genre_scores_gemma":[0.9907378,0.0002282314,0.006476142,0.001922805,0.0002556403,0.000007155761,5.085244e-7,0.000009803196,0.0003619183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.28238,"threshold_uncertainty_score":0.4823833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04252726852157789,"score_gpt":0.360338701968268,"score_spread":0.3178114334466901,"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."}}