{"id":"W915401505","doi":"","title":"Measuring The Kinetics and Activity of Adsorbed Proteins: In Vitro Lysozyme Deposited Onto Contact Lenses Over Short Time Periods","year":2012,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Lysozyme; Kinetics; Adsorption; In vitro; Biophysics; Chemistry; Chemical engineering; Materials science; Biochemistry; Biology; Physical chemistry; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0008023222,0.000234111,0.0003794082,0.00008184275,0.0002042743,0.0000523437,0.0003759867,0.0001357725,0.00009013707],"category_scores_gemma":[0.0005140727,0.0001691783,0.00004805766,0.0005123501,0.002006443,0.0004461635,0.0002188263,0.0002582411,0.000004161987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001693877,"about_ca_system_score_gemma":0.0001536388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001176066,"about_ca_topic_score_gemma":0.00001883512,"domain_scores_codex":[0.998062,0.0001748055,0.0003185206,0.0004024349,0.0004801339,0.0005621254],"domain_scores_gemma":[0.9989784,0.0002460569,0.00018191,0.0002628694,0.0001107698,0.0002199491],"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":[0.00007671428,0.0001227385,0.2122028,0.00002350581,0.00001569382,0.00000985776,0.0009743217,0.0000013556,0.786323,0.000006335539,6.015568e-7,0.0002430949],"study_design_scores_gemma":[0.0001656871,0.0001065299,0.2916431,0.00005943268,0.00001046229,0.00009831307,0.0001768745,0.0003380445,0.7072337,0.0000216129,0.000005801378,0.000140455],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970456,0.0002337714,0.000001123457,0.00003880646,0.00007013526,0.0002756237,0.00001216421,0.00002077383,0.002302035],"genre_scores_gemma":[0.9996356,0.000001594146,0.0001114374,0.00002441152,0.00004998802,0.00005179064,0.000001193119,0.00001456083,0.0001093714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07944027,"threshold_uncertainty_score":0.7392822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04280242135799694,"score_gpt":0.2999986510440299,"score_spread":0.257196229686033,"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."}}