{"id":"W3001592255","doi":"10.1111/bld.12313","title":"Meeting vision needs of children with special educational needs: Case studies of the impact on behaviour and academic achievement","year":2020,"lang":"en","type":"article","venue":"British Journal of Learning Disabilities","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast; Ulster University; Action Medical Research; Department for the Economy","keywords":"Bespoke; Special needs; Special educational needs; Psychological intervention; Psychology; Special education; Intervention (counseling); Learning disability; Medical education; Developmental psychology; Mathematics education; Medicine; Psychiatry","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":[0.00043196,0.0001225679,0.0004395991,0.00007487426,0.0001900201,0.000009485842,0.00006739591,0.00005099146,0.00004552021],"category_scores_gemma":[0.001143152,0.0000804136,0.0001294449,0.0001695527,0.0006224988,0.00009808632,0.00007581643,0.0005875205,3.22136e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004665601,"about_ca_system_score_gemma":0.00008658558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009427424,"about_ca_topic_score_gemma":0.00000229939,"domain_scores_codex":[0.9988729,0.0001688567,0.0004662891,0.00007935891,0.0002798353,0.0001327761],"domain_scores_gemma":[0.9988349,0.0004016228,0.0004279878,0.00005173518,0.0002053217,0.00007839993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004981894,0.0003636637,0.9796422,0.0001238754,0.0004554188,0.00002625232,0.0174585,0.000196953,0.00009088842,0.00002665813,0.0004689048,0.0006485599],"study_design_scores_gemma":[0.001088153,0.007415453,0.892417,0.001405004,0.0002777455,0.01066008,0.08639918,0.000003962985,0.0002176031,0.00004103245,0.000003183396,0.0000716342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954444,0.002205875,6.959651e-7,0.002003783,0.00006879761,0.0001715916,0.000009180423,0.00000368529,0.0000919722],"genre_scores_gemma":[0.9989527,0.000311574,0.0000385709,0.00004908617,0.0005507146,0.000001925058,0.000001588052,0.00001104169,0.00008275895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08722516,"threshold_uncertainty_score":0.3279171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03659092801032879,"score_gpt":0.3700640737397376,"score_spread":0.3334731457294088,"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."}}