{"id":"W4390175776","doi":"10.3390/ma17010086","title":"Hydrogels in Ophthalmology: Novel Strategies for Overcoming Therapeutic Challenges","year":2023,"lang":"en","type":"article","venue":"Materials","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Toronto; Université de Sherbrooke","funders":"","keywords":"Self-healing hydrogels; Drug delivery; Biocompatibility; Medicine; Posterior segment of eyeball; Nanotechnology; Ophthalmology; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001363316,0.0006502638,0.0007575033,0.000945846,0.0007333803,0.002584297,0.0007992709,0.001671054,0.004304459],"category_scores_gemma":[0.0009335321,0.0003455186,0.0005247791,0.0005012746,0.002054331,0.004031317,0.002185746,0.003001106,0.001321355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000911289,"about_ca_system_score_gemma":0.0008999977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004793203,"about_ca_topic_score_gemma":0.0009646183,"domain_scores_codex":[0.9995497,0.0001502854,0.00002503728,0.0000763025,0.0001238559,0.00007488772],"domain_scores_gemma":[0.9996145,0.0001601088,0.00006209008,0.00003507551,0.00005636075,0.00007182511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002590943,0.0002314856,0.000523615,0.006203547,0.0001340992,0.001300382,0.001238383,0.002371017,0.1715662,0.2443109,0.02677482,0.5450863],"study_design_scores_gemma":[0.00006628142,0.0005312062,0.0005340367,0.001339397,0.00008580522,0.001698685,0.0006843412,0.002302695,0.06110498,0.05551636,0.8760421,0.00009406664],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01478,0.8847391,0.04838766,0.01923392,0.00287368,0.000141823,0.0001411572,0.0003596622,0.02934293],"genre_scores_gemma":[0.1593569,0.7769899,0.03694256,0.005976373,0.002106715,0.0003165935,0.0001369343,0.000125256,0.01804883],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004304459,"threshold_uncertainty_score":0.01439989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09216434079280512,"score_gpt":0.3361807043916344,"score_spread":0.2440163635988293,"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."}}