{"id":"W4405662076","doi":"10.1021/acsomega.4c08667","title":"Controlled PVA Release from Chemical–Physical Interpenetrating Networks to Treat Dry Eyes","year":2024,"lang":"en","type":"article","venue":"ACS Omega","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo; Mitacs; Hong Kong Government; Innovation and Technology Commission; Natural Sciences and Engineering Research Council of Canada; Canadian Optometric Education Trust Fund; Government of Ontario","keywords":"Materials science; Chemical engineering; Polymer science; Chemistry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009562724,0.0002147411,0.0001210876,0.000164806,0.00005721083,0.0001319017,0.0001159866,0.0001499643,0.0004972251],"category_scores_gemma":[0.00009805816,0.00008717087,0.0001862409,0.00008334847,0.00008769011,0.0002196943,0.00009648468,0.0003024135,0.00008733561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001133247,"about_ca_system_score_gemma":0.00006194018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001472602,"about_ca_topic_score_gemma":0.0003593235,"domain_scores_codex":[0.9999549,0.000005496893,0.000003939535,0.00001327116,0.00001201638,0.00001033681],"domain_scores_gemma":[0.9999515,0.00001001202,0.00002064453,0.000004141462,0.000005604692,0.000008091856],"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":[0.00002827033,0.00001669579,0.00002943759,0.00003452452,0.000003411001,0.0000238928,0.000006377422,0.0000798844,0.9982516,0.00002069924,0.00001094617,0.001494108],"study_design_scores_gemma":[0.00000999881,0.0003445058,0.0008347642,0.000005573812,0.00001362295,0.0000797112,0.000006796121,0.0008741744,0.9969701,0.00001214719,0.000845616,0.000002981098],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884807,0.002587617,0.007518991,0.00004443863,0.00003757155,0.00005425887,0.0001093145,0.00006089039,0.001106156],"genre_scores_gemma":[0.9922836,0.001217283,0.005266681,0.00003290965,0.0000117002,0.00006031949,0.0000888753,0.0000151577,0.00102345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004972251,"threshold_uncertainty_score":0.001663387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007628521363321326,"score_gpt":0.2633651511598507,"score_spread":0.2557366297965293,"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."}}