{"id":"W4207042634","doi":"10.1016/j.actbio.2022.01.043","title":"Thermo-sensitivity and erosion of chitosan crosslinked poly[N-isopropylacrylamide-co-(acrylic acid)-co-(methyl methacrylate)] hydrogels for application to the inferior fornix","year":2022,"lang":"en","type":"article","venue":"Acta Biomaterialia","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Research Foundation","keywords":"Chitosan; Materials science; Self-healing hydrogels; Carbodiimide; Methacrylate; Acrylic acid; Polymer chemistry; Polyelectrolyte; Methyl methacrylate; Poly(N-isopropylacrylamide); Drug delivery; Polymer; Chemical engineering; Chemistry; Organic chemistry; Copolymer; Composite material","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":[0.0007546326,0.0002811425,0.0005263062,0.0001280522,0.0004294258,0.00004843081,0.0001861837,0.0001308138,0.00005678887],"category_scores_gemma":[0.00007861281,0.0002122563,0.0001667667,0.0002738859,0.0001210089,0.000102436,0.0001589632,0.0001189964,0.0000115906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005010636,"about_ca_system_score_gemma":0.00008497531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002961144,"about_ca_topic_score_gemma":0.00002677116,"domain_scores_codex":[0.9980668,0.0002254738,0.000463385,0.0004856381,0.000363973,0.0003947317],"domain_scores_gemma":[0.9987426,0.00008213366,0.0002584736,0.0007280341,0.00004951832,0.000139203],"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":[0.001183479,0.0001463698,0.006237789,0.00009229279,0.0000935944,0.000003713174,0.001032003,0.000001184639,0.9826499,0.0001011734,0.00006647936,0.008392002],"study_design_scores_gemma":[0.00137778,0.0006259797,0.06935305,0.00003468977,0.0001485098,0.00002532766,0.0002620412,0.0001757524,0.921801,0.00007903366,0.005890921,0.000225891],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932039,0.0002089743,0.001088791,0.002377769,0.0003827373,0.002147926,0.0004427181,0.00009520227,0.0000520101],"genre_scores_gemma":[0.9979835,0.00002051301,0.0005425108,0.0005175663,0.000182443,0.0004416329,0.0002020897,0.00006327579,0.0000464656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06311526,"threshold_uncertainty_score":0.8655559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01499265662821778,"score_gpt":0.2891445200761485,"score_spread":0.2741518634479307,"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."}}