{"id":"W2803318758","doi":"10.1111/aos.13765","title":"Looking into the eye of patients with chronic obstructive pulmonary disease: an opportunity for better microvascular profiling of these complex patients","year":2018,"lang":"en","type":"review","venue":"Acta Ophthalmologica","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"COPD; Medicine; Pulmonary disease; Comorbidity; Retinal; Disease; Intensive care medicine; Internal medicine; Cardiology; Ophthalmology","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":[0.0005501494,0.000863145,0.00239045,0.000298936,0.0002514683,0.00002569216,0.001145068,0.0003733259,0.0004080864],"category_scores_gemma":[0.0005451042,0.0004978925,0.0009989963,0.0005305303,0.001550068,0.0002296912,0.0006179498,0.0006622539,0.000005640811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007577274,"about_ca_system_score_gemma":0.001649869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004557602,"about_ca_topic_score_gemma":0.000001003408,"domain_scores_codex":[0.9949612,0.0007309543,0.001186525,0.00121039,0.001114218,0.0007967045],"domain_scores_gemma":[0.9942733,0.0004766352,0.001333234,0.001969447,0.001393307,0.0005540511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003096457,0.005881937,0.2662887,0.1223054,0.003315728,0.0003278216,0.0003115124,0.000001616113,0.00004957455,0.00005575882,0.00007996856,0.5982855],"study_design_scores_gemma":[0.002706898,0.003243214,0.875064,0.01061688,0.004727979,0.0000683125,0.0001532673,0.00007559819,0.00004749561,0.0005866928,0.1014996,0.001210097],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5134552,0.4750019,0.000008158776,0.00003819269,0.000144163,0.00954479,0.00140994,0.00003806384,0.0003596198],"genre_scores_gemma":[0.7354146,0.2421396,0.002687508,0.00007251304,0.0007436526,0.001981436,0.01633141,0.0004365259,0.0001927526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6087753,"threshold_uncertainty_score":0.9997473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06127176439029827,"score_gpt":0.3461591029334536,"score_spread":0.2848873385431553,"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."}}