{"id":"W2896661263","doi":"10.1111/aos.13954","title":"The cost‐effectiveness of alternative vision screening models among preschool children in rural China","year":2018,"lang":"en","type":"article","venue":"Acta Ophthalmologica","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Higher Education Discipline Innovation Project; Government of Jiangxi Province; Queen's University; Ulverscroft Foundation; Queen's University Belfast","keywords":"Medicine; Salary; Optometry; Visual acuity; Predictive value; Payment; Screening test; Pediatrics; Family medicine; Ophthalmology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004360233,0.0009628155,0.0006455548,0.001271229,0.0004857502,0.0007774216,0.001258627,0.0007874835,0.001113745],"category_scores_gemma":[0.01263279,0.000446934,0.001450935,0.0007469018,0.0006692089,0.001144701,0.0007481103,0.0004313195,0.00005528669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006554877,"about_ca_system_score_gemma":0.003462953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06591232,"about_ca_topic_score_gemma":0.05187283,"domain_scores_codex":[0.997169,0.001614946,0.0001419262,0.0003147434,0.0004055744,0.0003538945],"domain_scores_gemma":[0.995136,0.002680116,0.001159081,0.0002379079,0.0003571322,0.0004298542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004500029,0.001237582,0.8764868,0.0003233898,0.0006314514,0.0006054544,0.0004232136,0.06416123,0.0005677454,0.0007191608,0.000470589,0.04987336],"study_design_scores_gemma":[0.001212286,0.009776886,0.7467441,0.0001891843,0.0009591611,0.0006946556,0.001620206,0.235281,0.001405739,0.001354561,0.000670961,0.00009118549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989554,0.0002687535,0.0002890181,0.0001239423,0.000003806996,0.00004586046,0.00007190443,0.00001157928,0.0002297118],"genre_scores_gemma":[0.9992191,0.0001173552,0.0004805637,0.00001780043,0.000002054282,0.00002809822,0.00007977856,0.000001003481,0.00005434855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06591232,"threshold_uncertainty_score":0.1310573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03811856074129874,"score_gpt":0.3646734894780836,"score_spread":0.3265549287367849,"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."}}