{"id":"W4384830662","doi":"10.2147/opth.s401262","title":"Association Between Vitamin Deficiencies and Ophthalmological Conditions","year":2023,"lang":"en","type":"review","venue":"Clinical ophthalmology","topic":"Vitamin C and Antioxidants Research","field":"Nursing","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Memorial University of Newfoundland; University of Toronto","funders":"","keywords":"Medicine; Vitamin A deficiency; Vitamin; Vitamin D and neurology; Epidemiology; Xerophthalmia; Vitamin B12; Pediatrics; Physiology; Dermatology; Intensive care medicine; Ophthalmology; Retinol; Pathology; Endocrinology","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003389225,0.0005434919,0.003360761,0.0003810229,0.0003712043,0.0001130463,0.0006493398,0.002382387,0.0003643794],"category_scores_gemma":[0.008024228,0.0004373355,0.0008927688,0.0007849988,0.000778232,0.0001004202,0.0005372385,0.002026729,0.002268364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002217368,"about_ca_system_score_gemma":0.0001556479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001893059,"about_ca_topic_score_gemma":6.92864e-7,"domain_scores_codex":[0.9929157,0.002438773,0.001981036,0.001177639,0.0004808171,0.001005964],"domain_scores_gemma":[0.9805123,0.01765508,0.000829253,0.000511758,0.0001462867,0.0003452993],"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":[0.00005280729,0.0009551892,0.132842,0.02041677,0.0022325,0.003864101,0.00005708269,4.108891e-7,0.000002054524,0.0006786129,0.02010585,0.8187926],"study_design_scores_gemma":[0.0008439118,0.002435561,0.0885528,0.005956364,0.003030415,0.003807156,0.00006428957,0.000008058641,6.727766e-7,0.003101007,0.8909225,0.0012773],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02593176,0.9663182,0.000003085107,0.0006778489,0.002510444,0.001177796,0.0006388436,0.0002558558,0.002486093],"genre_scores_gemma":[0.004354949,0.9871053,0.00009595194,0.0000453938,0.001088747,0.0001444405,0.000448555,0.0001153192,0.00660136],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8708166,"threshold_uncertainty_score":0.9998078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3410206193690525,"score_gpt":0.5318247683116961,"score_spread":0.1908041489426436,"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."}}