{"id":"W4406045692","doi":"10.3389/fnins.2024.1505585","title":"Postoperative evaluation of visual and cognitive functions following cataract surgery in patients with age-related cataracts: a prospective longitudinal study","year":2025,"lang":"en","type":"article","venue":"Frontiers in Neuroscience","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cataracts; Medicine; Cataract surgery; Cognition; Prospective cohort study; Longitudinal study; Ophthalmology; Surgery; Psychiatry; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008808126,0.0002975539,0.0004244077,0.0007470125,0.0006441103,0.0006140914,0.0002863349,0.0005045175,0.0008502667],"category_scores_gemma":[0.001770616,0.0002745905,0.0007492047,0.001136888,0.0002599313,0.0007847433,0.0004001845,0.0006743569,0.0001956114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003081726,"about_ca_system_score_gemma":0.0004533477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006968348,"about_ca_topic_score_gemma":0.009382838,"domain_scores_codex":[0.9995472,0.00009067607,0.00006733848,0.00008371479,0.0001159813,0.00009511084],"domain_scores_gemma":[0.9986546,0.0001361938,0.0006175849,0.0001000607,0.0002528125,0.0002386665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001201756,0.00007006146,0.9990255,0.000005114036,0.00003277945,0.00003901948,0.00004851395,0.000007742109,0.00006701614,0.000003267568,0.000022597,0.0005582823],"study_design_scores_gemma":[0.000009077697,0.0002367903,0.9992828,0.000003585705,0.00002385129,0.0001360449,0.0001553297,0.00004862346,0.00002461259,0.000006338039,0.00006924852,0.000003828129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994557,0.0001709427,0.00004043537,0.00001347289,0.000003839135,0.00001307362,0.0001493452,0.000001253892,0.0001519303],"genre_scores_gemma":[0.9994029,0.0001069528,0.0000567755,0.00002441544,0.000008017459,0.00001545615,0.0002818723,7.433115e-7,0.0001029672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006968348,"threshold_uncertainty_score":0.01385558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03117756059877214,"score_gpt":0.3575853404759678,"score_spread":0.3264077798771957,"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."}}