{"id":"W4225266552","doi":"10.1177/11206721221099247","title":"Impact of obstructive sleep apnea on the expression of inflammatory mediators in diabetic macular edema","year":2022,"lang":"en","type":"article","venue":"European Journal of Ophthalmology","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"William Osler Health System; University of Toronto","funders":"","keywords":"Medicine; Obstructive sleep apnea; Internal medicine; Polysomnography; Vascular endothelial growth factor; Apnea–hypopnea index; Proinflammatory cytokine; Gastroenterology; Monocyte; Endocrinology; Inflammation; Apnea","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002099792,0.0001724704,0.0005600288,0.0005845684,0.00006365012,0.000003587039,0.0004922162,0.000034125,0.001567736],"category_scores_gemma":[0.0008987049,0.0001118468,0.0003199933,0.0004385239,0.0003500117,0.00006129469,0.000307668,0.0009779703,0.000007959802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002205866,"about_ca_system_score_gemma":0.00009730609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003856622,"about_ca_topic_score_gemma":2.442667e-8,"domain_scores_codex":[0.995254,0.002648939,0.0008593667,0.0001808379,0.0007569173,0.0002998862],"domain_scores_gemma":[0.9978616,0.0005297511,0.00082318,0.0003779663,0.0002612733,0.0001462573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003520822,0.0007278049,0.7207823,0.00008938448,0.0004674066,0.01741976,0.003181088,0.001857975,0.2493752,0.0001359496,0.00008534708,0.002357005],"study_design_scores_gemma":[0.002675622,0.005331971,0.9619582,0.00007381368,0.00005088273,0.008123088,0.001439164,0.00008202846,0.01999561,0.0001495595,0.00001978615,0.0001002631],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955923,0.0002737243,0.00000920307,0.0001568723,0.0002720643,0.0002515311,0.00001399636,0.000002755975,0.003427573],"genre_scores_gemma":[0.9996707,0.000003672412,0.0001422339,0.00001210479,0.0001056508,0.000004006122,0.000002306829,0.00004254794,0.00001674486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.241176,"threshold_uncertainty_score":0.9993449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02230425434625719,"score_gpt":0.3013730759609916,"score_spread":0.2790688216147343,"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."}}