{"id":"W3082107307","doi":"10.1116/6.0000366","title":"Antifouling silicone hydrogel contact lenses via densely grafted phosphorylcholine polymers","year":2020,"lang":"en","type":"article","venue":"Biointerphases","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Contact angle; Protein adsorption; Atom-transfer radical-polymerization; Biofouling; Oxygen permeability; Wetting; Polymer; Materials science; Chemical engineering; Adsorption; Polymer chemistry; Surface modification; Silicone; Methacrylate; Contact lens; Side chain; Siloxane; Fourier transform infrared spectroscopy; Silane; Attenuated total reflection; Polymerization; Chemistry; Organic chemistry; Membrane; Composite material; Oxygen","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001255395,0.0003686529,0.0005166653,0.00009424175,0.0002052943,0.0001353968,0.0003516609,0.00007464744,0.002288836],"category_scores_gemma":[0.0002942395,0.000336016,0.0002040016,0.0002703166,0.0001834787,0.0003963993,0.0001800138,0.0001581641,0.001555745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005441557,"about_ca_system_score_gemma":0.00005355468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006004179,"about_ca_topic_score_gemma":0.00004804892,"domain_scores_codex":[0.9978335,0.00007336342,0.000575504,0.000651703,0.0003431276,0.0005228205],"domain_scores_gemma":[0.9988125,0.0002486643,0.0002428027,0.000306773,0.0001110984,0.0002781731],"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":[0.0003990203,0.0001064958,0.001006221,0.00002089441,0.0000700356,0.00006408466,0.0007607878,0.00000516561,0.9928511,0.00001318384,0.002621844,0.002081212],"study_design_scores_gemma":[0.0008146593,0.0003168117,0.0002920014,0.00007729564,0.00005704416,0.00005478915,0.0006291132,0.0005713635,0.9895515,0.000008001646,0.007246029,0.0003813427],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888686,0.004271671,0.0025767,0.001787344,0.001020602,0.0002133639,0.0001658826,0.0005405792,0.0005552734],"genre_scores_gemma":[0.9957119,0.00008173622,0.0004547142,0.003174204,0.0002152378,0.00001803002,0.00001385756,0.00004644137,0.0002838389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006843355,"threshold_uncertainty_score":0.9999092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02997139394449459,"score_gpt":0.2700463316746232,"score_spread":0.2400749377301286,"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."}}