{"id":"W2168907989","doi":"10.12927/whp.2006.18164","title":"Visual Outcomes of Cataract Surgery in a Rural Population of South India: Results from a Population-Based Survey","year":2006,"lang":"en","type":"article","venue":"World health & population","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cataract surgery; Blindness; Optometry; Rural population; Population; Visual impairment; Environmental health; Ophthalmology; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002805591,0.0002117707,0.00104911,0.001241606,0.0001191326,0.00000621053,0.00006695084,0.0002049708,0.00004254754],"category_scores_gemma":[0.0008445397,0.0002021089,0.0001346886,0.001189088,0.0000384902,0.0001360054,0.00002003702,0.0003746556,0.000005881743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000404727,"about_ca_system_score_gemma":0.0004364446,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5708184,"about_ca_topic_score_gemma":0.0561754,"domain_scores_codex":[0.9954833,0.000890928,0.002149286,0.0003543844,0.0006224975,0.0004996013],"domain_scores_gemma":[0.9965038,0.001722613,0.001106272,0.0003299579,0.0001754135,0.0001619005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002390327,0.0004558186,0.9946944,0.0003333192,0.00001245783,0.000005076827,0.0001365656,0.0002116369,0.000007750848,0.00007393854,0.00007466212,0.001604081],"study_design_scores_gemma":[0.001933197,0.0001977865,0.9951917,0.0004056857,0.00001360902,0.000001271567,0.00003024526,0.001862529,0.00001850454,0.0002162366,0.000002911938,0.0001263436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974543,0.0001378803,0.00001369634,0.0008671678,0.0002279732,0.0008880195,0.0003547829,0.00003281157,0.00002340199],"genre_scores_gemma":[0.9777505,0.00000486067,0.0002433952,0.0001798287,0.0001092135,0.00001812413,0.02157354,0.00002842003,0.00009214252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.514643,"threshold_uncertainty_score":0.9610469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1072354916234191,"score_gpt":0.4673276766086347,"score_spread":0.3600921849852156,"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."}}