{"id":"W4404085314","doi":"10.1097/cm9.0000000000003377","title":"Prevalence, temporal trend, burden, and prediction of refractive disorders among children and adolescents","year":2024,"lang":"en","type":"article","venue":"Chinese Medical Journal","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Guangdong Provincial People's Hospital; China Postdoctoral Science Foundation","keywords":"Medicine; Environmental health; Refraction; Pediatrics; Demography; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004016213,0.0001566712,0.0002024938,0.0001733108,0.00007836396,0.00004444491,0.0001252982,0.0001571746,0.0003623895],"category_scores_gemma":[0.0001074829,0.0001103056,0.00009062773,0.0001399907,0.0003411908,0.0001718377,0.00006133162,0.0006053767,0.000004433222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001584768,"about_ca_system_score_gemma":0.0000437348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001447479,"about_ca_topic_score_gemma":0.0000837753,"domain_scores_codex":[0.9988084,0.00009787413,0.0003431673,0.0002661535,0.0002875629,0.0001968504],"domain_scores_gemma":[0.9994295,0.00005390976,0.00009440458,0.0001046276,0.00001757252,0.0002999517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007848024,0.00007768282,0.8519242,0.0001276388,0.0001814275,0.00001759526,0.001258983,9.748793e-7,0.00001928075,0.000141734,0.001007815,0.1451642],"study_design_scores_gemma":[0.0009358352,0.0001600192,0.9957985,0.000420037,0.00005444676,0.0001921487,0.0001654739,0.0004200336,2.753345e-7,0.001457638,0.0003038826,0.00009167628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912674,0.005307961,0.0002088343,0.0006632234,0.0009019175,0.0001337664,0.00004404763,0.00002679839,0.001445999],"genre_scores_gemma":[0.9963473,0.002829574,0.00001786861,0.00003160843,0.0005521647,0.00000534826,0.00001411254,0.00002018201,0.0001818576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1450725,"threshold_uncertainty_score":0.449813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004141007512199037,"score_gpt":0.2713503166802259,"score_spread":0.2672093091680268,"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."}}