{"id":"W4407254547","doi":"10.1111/opo.13447","title":"The relation between clutter and visual fatigue in children with cerebral visual impairment","year":2025,"lang":"en","type":"article","venue":"Ophthalmic and Physiological Optics","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Vlaamse regering","keywords":"Clutter; Audiology; Visual impairment; Psychology; Relation (database); Medicine; Computer science; Neuroscience; Radar; Data mining","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008235602,0.0003431097,0.0003111419,0.001579333,0.0005731324,0.000717621,0.0003632054,0.0005407035,0.002035894],"category_scores_gemma":[0.007648541,0.0002418924,0.0005094995,0.001147034,0.0007314277,0.0006529413,0.0007239608,0.0006988632,0.0001905308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005474036,"about_ca_system_score_gemma":0.0006167076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0148713,"about_ca_topic_score_gemma":0.01173635,"domain_scores_codex":[0.9993772,0.0001681874,0.00009575363,0.00007656938,0.0001208159,0.0001614973],"domain_scores_gemma":[0.9943275,0.002025964,0.002316452,0.0001947539,0.0005415943,0.0005936757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001039856,0.00006195581,0.9980704,0.00001760185,0.00001974129,0.0002430468,0.0003218656,0.0000392605,0.000164439,0.00002739225,0.00002938903,0.0009009129],"study_design_scores_gemma":[0.000001456557,0.0001376967,0.9984353,0.000004858961,0.00001168834,0.0005624168,0.0006816269,0.00003977562,0.00004932587,0.00001332461,0.00006002399,0.000002429688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991224,0.000220022,0.00003068798,0.00002413876,0.00000302035,0.000002810597,0.00004738502,0.000001358314,0.0005481977],"genre_scores_gemma":[0.9997223,0.00009531567,0.00003592237,0.000007886246,0.000005492062,0.00000281839,0.00004798576,7.314513e-7,0.00008156031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0148713,"threshold_uncertainty_score":0.02956951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03163448064080497,"score_gpt":0.3496165377699453,"score_spread":0.3179820571291403,"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."}}