{"id":"W4409020407","doi":"10.1021/acsbiomaterials.4c02214","title":"Azobenzene-Grafted Acrylate Coatings to Modulate Lens Epithelial Cells","year":2025,"lang":"en","type":"article","venue":"ACS Biomaterials Science & Engineering","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Ontario Ministry of Research and Innovation; Natural Sciences and Engineering Research Council of Canada; Queen's University; Government of Ontario","keywords":"Azobenzene; Acrylate; Lens (geology); Materials science; Optics; Composite material; Polymer; Copolymer","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":[0.0005720156,0.000253029,0.0003893946,0.0004296811,0.000158162,0.0001684797,0.0003268213,0.00009012458,0.00003373768],"category_scores_gemma":[0.000162874,0.0002226989,0.00007251994,0.001138321,0.00006699199,0.0002902561,0.0002071368,0.00005316531,0.0001433557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000129426,"about_ca_system_score_gemma":0.0001653925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009947086,"about_ca_topic_score_gemma":0.00000337348,"domain_scores_codex":[0.9981087,0.00001220723,0.0003649788,0.0004893616,0.0003676555,0.000657098],"domain_scores_gemma":[0.9990823,0.00002586019,0.00005185156,0.0004880627,0.0001502348,0.000201731],"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":[0.00002807087,0.00002170202,0.0003343823,0.00003925826,0.00001600202,0.00002241668,0.000183486,0.001041785,0.9972376,0.0007128961,0.00002270064,0.0003397185],"study_design_scores_gemma":[0.0004100511,0.00008980771,0.007574661,0.0002088092,0.0000413648,0.00000471288,0.00003097118,0.0008055578,0.9865329,0.00001728947,0.004064408,0.0002194667],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945488,0.00005014467,0.002422477,0.0005805641,0.001468762,0.0004166849,0.00001821421,0.0002964543,0.0001979241],"genre_scores_gemma":[0.9958853,0.00002264968,0.003154472,0.0005714677,0.00009304765,0.00001941712,0.000004190512,0.00002579657,0.000223651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01070468,"threshold_uncertainty_score":0.9081398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008490098214411722,"score_gpt":0.2455418277758217,"score_spread":0.23705172956141,"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."}}