{"id":"W4406826565","doi":"10.2196/67869","title":"Prevalence and Influencing Factors of Myopia and Axial Length in Children and Adolescents Aged 4 to 18 Years: A Cross-Sectional Survey (Preprint)","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cross-sectional study; Preprint; Medicine; Optometry; Psychology; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006583504,0.0003007973,0.0003948091,0.001161066,0.0005950142,0.0006742059,0.0003770519,0.0007220656,0.002272337],"category_scores_gemma":[0.001924209,0.0006385228,0.0007481952,0.001409783,0.0003368367,0.0007807911,0.0005501424,0.0009272586,0.0005026578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004301516,"about_ca_system_score_gemma":0.0004956751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03128424,"about_ca_topic_score_gemma":0.02952413,"domain_scores_codex":[0.9994749,0.0001045821,0.00008776466,0.00009321728,0.00009549022,0.0001439795],"domain_scores_gemma":[0.9987071,0.0001837825,0.00057039,0.00005668556,0.0001944392,0.0002876132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001668588,0.00004470776,0.9994712,0.000005176144,0.00001515377,0.00002120517,0.0001093943,0.000005038341,0.00003836668,0.000003810837,0.00004792255,0.0002213422],"study_design_scores_gemma":[0.000001404765,0.00006862223,0.9992879,0.000003809389,0.00000851664,0.00006462201,0.0004826126,0.00001539753,0.00001035569,0.00000218603,0.00005338263,0.000001342422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990276,0.00009390302,0.0000188116,0.00003060064,0.000004224155,0.000008330775,0.000568679,0.000002375306,0.0002455224],"genre_scores_gemma":[0.9989532,0.0001482818,0.00005909227,0.00003995669,0.00000723526,0.00001913406,0.0004862015,0.000001797316,0.0002851259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03128424,"threshold_uncertainty_score":0.0622043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08337807159117352,"score_gpt":0.4670774361948395,"score_spread":0.3836993646036659,"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."}}