{"id":"W4399102743","doi":"10.3399/bjgpo.2024.0005","title":"Glaucoma treatment and deprivation: time-series analysis of general practice prescribing in England","year":2024,"lang":"en","type":"article","venue":"BJGP Open","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre","funders":"","keywords":"Medical prescription; Medicine; Timeline; Population; General practice; Glaucoma; Demography; Optometry; Family medicine; Pediatrics; Ophthalmology; Environmental health; Geography; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001722474,0.0002475714,0.000613227,0.002105736,0.0003165999,0.001001579,0.0005315953,0.0005753582,0.002007771],"category_scores_gemma":[0.01280478,0.0004228607,0.0009299527,0.00459363,0.0003786002,0.0009804794,0.001535976,0.0007325198,0.0004817096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002632624,"about_ca_system_score_gemma":0.00170722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1970204,"about_ca_topic_score_gemma":0.1613743,"domain_scores_codex":[0.9971213,0.0009132675,0.0007001437,0.0004329644,0.0005645166,0.0002678786],"domain_scores_gemma":[0.9889987,0.002458907,0.005597106,0.0006963967,0.00141279,0.0008361528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000137262,0.00004430197,0.9924796,0.0002439945,0.0001881544,0.0003355274,0.001230886,0.0004509317,0.0001147858,0.000123332,0.001123023,0.003528174],"study_design_scores_gemma":[0.00001011027,0.00006726808,0.9974858,0.00007314866,0.00002210235,0.0001538951,0.0007677053,0.0006638356,0.00001626503,0.00004338062,0.0006865645,0.000009965741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877998,0.001464318,0.0002477872,0.0007585945,0.00001514807,0.00005551706,0.00894784,0.00001158922,0.0006994225],"genre_scores_gemma":[0.9938454,0.0008387237,0.000370642,0.000178541,0.00002730774,0.00007557207,0.004135085,0.000006762679,0.0005219468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1970204,"threshold_uncertainty_score":0.3917473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01824703076430007,"score_gpt":0.306497513264463,"score_spread":0.2882504825001629,"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."}}