{"id":"W4392885209","doi":"10.1002/smo.20230021","title":"Smart molecules in ophthalmology: Hydrogels as responsive systems for ophthalmic applications","year":2024,"lang":"en","type":"review","venue":"Smart Molecules","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; McGill University","funders":"","keywords":"Self-healing hydrogels; Drug delivery; Nanotechnology; Transformative learning; Computer science; Materials science; Psychology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004815798,0.0008873128,0.002729433,0.0008563876,0.0001079914,0.0001052006,0.0004333488,0.0008833429,0.00004598382],"category_scores_gemma":[0.0002130321,0.000750895,0.001203993,0.000825649,0.0001266861,0.00005981433,0.0001854888,0.0008447578,0.001438647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003368147,"about_ca_system_score_gemma":0.001254006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001694509,"about_ca_topic_score_gemma":0.00000821741,"domain_scores_codex":[0.9961201,0.0003362822,0.001162659,0.001241425,0.0003898683,0.0007496572],"domain_scores_gemma":[0.9976357,0.0003820916,0.0003176608,0.001217422,0.0001772216,0.0002699631],"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":[0.0009701842,0.00212681,0.0006890191,0.3744255,0.01031558,0.03368296,0.000613711,0.00004787698,0.0004552619,0.07669503,0.006591333,0.4933867],"study_design_scores_gemma":[0.0004824421,0.0003656831,0.00001346682,0.01301227,0.002992926,0.002718486,0.0001168203,0.00005419619,0.00002605924,0.0003177976,0.9792577,0.0006421659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006943233,0.9852204,0.0002037631,0.0002597513,0.0005194563,0.00690204,0.0003542979,0.0001513962,0.00569452],"genre_scores_gemma":[0.001015817,0.9838488,0.0005430892,0.0001209993,0.0002836383,0.007158414,0.001042689,0.0003112093,0.005675375],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9726663,"threshold_uncertainty_score":0.9994942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04260633780125948,"score_gpt":0.3629896594226139,"score_spread":0.3203833216213544,"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."}}