{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001000614,0.0002424694,0.0004797715,0.0001062251,0.0003201513,0.00001647464,0.0002800855,0.0001658784,0.00006841119],"category_scores_gemma":[0.0003528971,0.0001455279,0.0001188531,0.0002667285,0.0008363676,0.0002492266,0.0002894737,0.0003623849,0.000009046748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005142308,"about_ca_system_score_gemma":0.00002622622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003892255,"about_ca_topic_score_gemma":0.000002247086,"domain_scores_codex":[0.9981628,0.000472531,0.0003534403,0.0003313238,0.0002528646,0.0004270545],"domain_scores_gemma":[0.9986943,0.0005414731,0.0001919114,0.0003553418,0.0001309073,0.00008606101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002607634,0.0005643793,0.9935092,0.00003398243,0.0002268157,0.00007408538,0.0002918413,0.00005284165,0.00138306,0.000243834,0.00008017709,0.0009321879],"study_design_scores_gemma":[0.001602613,0.005090086,0.9858914,0.0003941946,0.00004586241,0.0004265771,0.0001482944,0.001316198,0.002205295,0.002729754,0.000003025677,0.0001467137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919332,0.0001939815,0.00008925168,0.000202298,0.0001431716,0.001366191,0.000008219743,0.00003172217,0.00603192],"genre_scores_gemma":[0.9993296,0.0000637941,0.0001582577,0.0000253561,0.0001096417,0.0001061574,0.00001650779,0.00001774878,0.0001729558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007617776,"threshold_uncertainty_score":0.5934457,"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."}}