{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001648782,0.0001846547,0.0003236435,0.0000483784,0.0002707086,0.00002195705,0.00004346525,0.0001485644,0.000008946393],"category_scores_gemma":[0.0000393809,0.00009810631,0.00003450177,0.0001487197,0.0003938033,0.0000527893,0.000127043,0.0003039712,0.000002567068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002511157,"about_ca_system_score_gemma":0.00002477368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001258661,"about_ca_topic_score_gemma":4.700952e-7,"domain_scores_codex":[0.9990333,0.00008400039,0.0002299002,0.0002845653,0.00009796676,0.0002702885],"domain_scores_gemma":[0.9995651,0.0001983744,0.0000558398,0.00008447745,0.0000281408,0.00006805788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003118114,0.0002753671,0.9975067,0.00002326905,0.0001548353,0.000007306423,0.00005758325,0.000003957588,0.0001729843,0.0004636021,0.00004338771,0.0009791392],"study_design_scores_gemma":[0.001427007,0.004174866,0.9925722,0.0000821404,0.00009037261,0.00006990382,0.0001481094,0.0004271811,0.00004424045,0.0008408915,0.000007789419,0.0001152785],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977739,0.0002894393,0.00002904276,0.0007715421,0.00003046534,0.0004584559,0.000003286335,0.00001915066,0.0006246591],"genre_scores_gemma":[0.9990739,0.0001592438,0.0001489379,0.0002043172,0.00007350434,0.00002468942,0.00002827434,0.000006731224,0.0002803838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004934536,"threshold_uncertainty_score":0.400066,"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."}}