{"id":"W4391341575","doi":"10.3390/epidemiologia5010003","title":"Myopia, Sodium Chloride, and Vitreous Fluid Imbalance: A Nutritional Epidemiology Perspective","year":2024,"lang":"en","type":"article","venue":"Epidemiologia","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Epidemiology; Sodium; Medicine; Ophthalmology; Physiology; Internal medicine; Chemistry","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":[0.00188231,0.0002856211,0.0009409397,0.0001566696,0.0001847369,0.000007765866,0.00007871634,0.0003161485,0.0002487678],"category_scores_gemma":[0.005707301,0.0002110042,0.0001954106,0.0001926412,0.0006781683,0.00008761878,0.000123015,0.0005677866,0.0002411026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001568996,"about_ca_system_score_gemma":0.00008708526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007321941,"about_ca_topic_score_gemma":0.000001562037,"domain_scores_codex":[0.9977283,0.0003711421,0.0005209052,0.0007160235,0.00008510978,0.000578502],"domain_scores_gemma":[0.9954759,0.003938741,0.00007459629,0.000217718,0.0001095421,0.0001835092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009882139,0.0003622367,0.8070027,0.0004770406,0.0007271016,0.0004719061,0.0004177838,0.00000286031,0.0008386552,0.1128757,0.07514811,0.0006877475],"study_design_scores_gemma":[0.000884694,0.002771226,0.9155714,0.0003144136,0.000185505,0.001978338,0.0004953446,0.0008665701,0.0001503165,0.06960332,0.006890895,0.0002879583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9090737,0.03716399,0.0004148696,0.04649229,0.001035059,0.0004882519,0.00004555437,0.0003741925,0.00491208],"genre_scores_gemma":[0.9876241,0.002411843,0.00155666,0.004955484,0.0009437526,0.0001110122,0.00004541717,0.00002206724,0.00232964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1085687,"threshold_uncertainty_score":0.8604502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06162652915579021,"score_gpt":0.4048233079116092,"score_spread":0.343196778755819,"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."}}