{"id":"W4400308380","doi":"10.3390/mi15070856","title":"Smart Contact Lenses in Ophthalmology: Innovations, Applications, and Future Prospects","year":2024,"lang":"en","type":"review","venue":"Micromachines","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of British Columbia; Université de Sherbrooke","funders":"","keywords":"Contact lens; Smart material; Nanotechnology; Optometry; Engineering; Medicine; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001579819,0.0004251682,0.001357854,0.0004251035,0.00005508446,0.00005081958,0.0001065781,0.0003694809,0.0000375577],"category_scores_gemma":[0.00001670448,0.0003026453,0.0001935447,0.000708423,0.00003828057,0.00005031967,0.00008181926,0.000667099,0.0001458957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008498888,"about_ca_system_score_gemma":0.000257032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005594934,"about_ca_topic_score_gemma":0.00002221598,"domain_scores_codex":[0.9985586,0.00005886689,0.0005253293,0.0005238485,0.0001047915,0.0002286016],"domain_scores_gemma":[0.99934,0.0000468849,0.0001278233,0.0003718214,0.00005307114,0.00006038705],"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":[0.0000160131,0.0001756815,0.008234024,0.04212274,0.0004155827,0.0007165709,0.00007869961,2.890585e-9,0.0001222777,0.003473754,0.0007006314,0.943944],"study_design_scores_gemma":[0.0002505221,0.00009003196,0.001475976,0.004956067,0.0008766766,0.001236559,0.00002103766,4.176423e-7,0.000004459092,0.0001070318,0.9907175,0.0002637144],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004175513,0.9923713,0.000001599596,0.0004914715,0.0002106914,0.001784725,0.00007930879,0.00008314196,0.0008023063],"genre_scores_gemma":[0.0003905173,0.9963131,0.0002378985,0.0001137558,0.0005248506,0.0003983835,0.0004857241,0.00007458881,0.001461199],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9900169,"threshold_uncertainty_score":0.9999425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02308623199715181,"score_gpt":0.3361313955379645,"score_spread":0.3130451635408126,"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."}}