{"id":"W4293354733","doi":"10.1002/pi.6450","title":"Tethered drug release from model contact lenses","year":2022,"lang":"en","type":"article","venue":"Polymer International","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Contact lens; Drug delivery; Silicone; Materials science; Drug; Bioavailability; Methacrylate; Succinic anhydride; Lactide; Ethylene glycol; Lens (geology); Chemistry; Polymer chemistry; Nanotechnology; Organic chemistry; Polymer; Polymerization; Composite material; Pharmacology; Ophthalmology; Optics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007255041,0.00009815017,0.0001336933,0.00006897193,0.00008629738,0.00001616925,0.0001542996,0.00001996048,0.005961296],"category_scores_gemma":[0.00002590333,0.00009707483,0.000118832,0.00004624568,0.00001375099,0.00007111544,0.0001006903,0.0002083064,0.0001055219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001057664,"about_ca_system_score_gemma":0.0001154711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009837133,"about_ca_topic_score_gemma":0.00002613735,"domain_scores_codex":[0.9990043,0.0000380451,0.0001600788,0.0002077289,0.0004582558,0.0001316077],"domain_scores_gemma":[0.9995756,0.00005010673,0.00005437551,0.0001997382,0.00004396452,0.00007622148],"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":[0.004857017,0.002723312,0.3440418,0.00003024775,0.003173177,0.001144719,0.00686562,0.001443459,0.4707617,0.03154232,0.04844891,0.08496767],"study_design_scores_gemma":[0.01700533,0.0006812215,0.03897989,0.0001616216,0.0007274062,0.0001355951,0.004760817,0.2163073,0.3641455,0.004801049,0.3507519,0.001542424],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788281,0.001256958,0.0005905782,0.006309738,0.0005802764,0.0001069275,0.0004296151,0.00007138849,0.0118264],"genre_scores_gemma":[0.972901,0.00001872176,0.0001538462,0.003674093,0.000169666,0.00003016539,0.000336187,0.00002164676,0.02269463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3050619,"threshold_uncertainty_score":0.9949474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01656882713464121,"score_gpt":0.2617891159744302,"score_spread":0.245220288839789,"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."}}