{"id":"W2800640584","doi":"10.1016/j.clae.2018.03.005","title":"Surface versus bulk activity of lysozyme deposited on hydrogel contact lens materials in vitro","year":2018,"lang":"en","type":"article","venue":"Contact Lens and Anterior Eye","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Johnson and Johnson Vision Care; Abbott Medical Optics","keywords":"Contact lens; Lysozyme; Materials science; In vitro; Contact angle; Nanotechnology; Lens (geology); Biomedical engineering; Composite material; Optics; Chemistry; Medicine; Physics; Biochemistry","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002423975,0.0003597795,0.0009721595,0.0001489009,0.00009291212,0.0000420273,0.0001121461,0.0002125947,0.0001477182],"category_scores_gemma":[0.00006623708,0.0003126402,0.0001554004,0.000173231,0.0001007791,0.0002277626,0.00007508647,0.0002248241,0.00004883908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000922161,"about_ca_system_score_gemma":0.00008850004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008126203,"about_ca_topic_score_gemma":0.0001807368,"domain_scores_codex":[0.9982067,0.00009038924,0.0004624291,0.0004885688,0.0002610855,0.0004908614],"domain_scores_gemma":[0.9989342,0.0001109056,0.0002146229,0.000488616,0.0001169172,0.000134733],"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":[0.009671741,0.0002643825,0.02089488,0.000117865,0.0001475053,0.0001569912,0.0002882999,1.574366e-7,0.9673047,0.00008238878,0.000007736023,0.001063343],"study_design_scores_gemma":[0.006381838,0.002654223,0.1378129,0.0005821693,0.000120678,0.00001012421,0.00008494277,0.00009432754,0.8511406,0.000002347633,0.0008332875,0.0002825905],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968041,0.0003820528,0.00001162871,0.0003781504,0.0004886834,0.0004874772,0.0001084023,0.00005770849,0.001281834],"genre_scores_gemma":[0.998805,0.0003695082,0.00006089711,0.000352013,0.0001445074,0.000006484184,0.00002060658,0.00004708718,0.0001938559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.116918,"threshold_uncertainty_score":0.9999326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02045071881437272,"score_gpt":0.2759031753562535,"score_spread":0.2554524565418808,"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."}}