{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003437389,0.0001064751,0.0003018945,0.00009154993,0.00002639289,0.00002773564,0.00005720718,0.00009553086,0.0001151784],"category_scores_gemma":[0.00002165967,0.00009134216,0.00004481701,0.00007474121,0.00001745044,0.00007228622,0.00002498269,0.00003676644,0.00007895743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002313803,"about_ca_system_score_gemma":0.0000501928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003722435,"about_ca_topic_score_gemma":0.000008143114,"domain_scores_codex":[0.9992735,0.00002579161,0.0001874131,0.0001798772,0.00007778415,0.0002556278],"domain_scores_gemma":[0.9996666,0.00007085417,0.00003704082,0.0001773584,0.00001947216,0.0000286687],"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":[0.0001543236,0.00006169952,0.001419369,0.0002565044,0.00005288557,0.0000848175,0.000571008,0.000007500554,0.9891095,0.007463629,0.00000936195,0.0008094172],"study_design_scores_gemma":[0.008421095,0.001163717,0.2602773,0.0006317879,0.0001876019,0.0001830464,0.008805695,0.0001753103,0.6830357,0.02186944,0.01451441,0.0007349502],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964926,0.0004660758,0.0000298311,0.001199171,0.0002875231,0.0004164556,0.00002211847,0.00008080353,0.001005449],"genre_scores_gemma":[0.9990408,0.0001317864,0.0001491358,0.0001348629,0.0001006166,0.00008940369,0.00002437065,0.00002530279,0.0003037165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3060738,"threshold_uncertainty_score":0.3724825,"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."}}