{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000754162,0.0001962296,0.0004879427,0.00005816484,0.00003525223,0.00008649393,0.0001000788,0.0001033161,0.00004767769],"category_scores_gemma":[0.000125766,0.0001500541,0.0002155317,0.0001831903,0.0000236385,0.00008773915,0.0000604382,0.0003259032,0.0003656201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006613186,"about_ca_system_score_gemma":0.00005631765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001501582,"about_ca_topic_score_gemma":0.00001297538,"domain_scores_codex":[0.998889,0.00003035232,0.0002294596,0.0003632023,0.0001999951,0.0002879855],"domain_scores_gemma":[0.9990752,0.0003116043,0.00002471835,0.0003287567,0.00003535913,0.0002243419],"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":[0.003843027,0.0006416939,0.01539193,0.0001965472,0.001191203,0.001727461,0.003061641,0.0002003965,0.7936166,0.001875576,0.006608046,0.1716459],"study_design_scores_gemma":[0.04792419,0.004092986,0.01755586,0.006877727,0.006357285,0.00004234388,0.002871511,0.3223147,0.4906699,0.003299409,0.09431388,0.003680204],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911107,0.002030609,0.0007342338,0.001673317,0.0002437824,0.0003648106,0.000009851982,0.000197972,0.003634652],"genre_scores_gemma":[0.9956111,0.00003948654,0.000280657,0.001423543,0.00103174,0.00004182538,0.00005094238,0.00004088735,0.001479846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3221143,"threshold_uncertainty_score":0.6119028,"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."}}