{"id":"W1976774962","doi":"10.1097/opx.0b013e31818e8ad6","title":"Imaging Protein Deposits on Contact Lens Materials","year":2008,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Research Council Canada; Canada Foundation for Innovation","keywords":"Lysozyme; Contact lens; Materials science; Monolayer; Lens (geology); Scanning electron microscope; Methacrylate; (Hydroxyethyl)methacrylate; Contact angle; Silicone hydrogel; Chemical engineering; Atomic force microscopy; Deposition (geology); Silicone; Chemistry; Nanotechnology; Biomedical engineering; Optics; Composite material; Polymer; Copolymer; Biochemistry","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":[0.0004009779,0.0001019481,0.0001756997,0.0002298054,0.0003550629,0.00006372058,0.00009571329,0.00002906129,0.00005703669],"category_scores_gemma":[0.0001173656,0.00007521988,0.00002689553,0.0005618682,0.0001817902,0.0003766936,0.00005919847,0.00008771424,0.00007881483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000266355,"about_ca_system_score_gemma":0.00006646211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009853055,"about_ca_topic_score_gemma":1.422937e-7,"domain_scores_codex":[0.9988234,0.00002065695,0.0001417079,0.0003232426,0.0004473652,0.0002436372],"domain_scores_gemma":[0.9994689,0.00002494844,0.0000449043,0.0002384517,0.00008386651,0.0001389281],"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":[0.00008215936,0.00005385571,0.08591012,0.00001952347,0.000002686002,0.00008722302,0.00007083685,8.935243e-8,0.909506,0.0002084729,0.00001443744,0.004044591],"study_design_scores_gemma":[0.0004878257,0.0002724749,0.3891594,0.0001735483,0.000005954437,0.00007828516,0.000038162,0.00003404385,0.6089864,0.000004502093,0.0006726701,0.00008669534],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955361,0.000133219,0.00009283549,0.000483962,0.0001109336,0.0002244674,0.00000210882,0.00003575912,0.003380653],"genre_scores_gemma":[0.9983035,0.00005087028,0.0006266032,0.0006512828,0.00003738603,0.000003807621,0.000001139325,0.000006762193,0.000318627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3032493,"threshold_uncertainty_score":0.3067378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01738642170624682,"score_gpt":0.3708306835688905,"score_spread":0.3534442618626437,"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."}}