{"id":"W4411074413","doi":"10.1186/s12886-025-04180-y","title":"Ophthalmologic abnormalities in institutionalized Congolese children with cognitive impairment","year":2025,"lang":"en","type":"article","venue":"BMC Ophthalmology","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cognitive impairment; Cognition; Pediatrics; Psychiatry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004153693,0.0004086503,0.0008390886,0.0003876819,0.0002044866,0.00001560047,0.0001656605,0.0003120059,0.00058239],"category_scores_gemma":[0.0001865671,0.0003182605,0.0001368052,0.0006152364,0.0009965443,0.0001339383,0.0001930377,0.0004758669,0.00007976105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001684725,"about_ca_system_score_gemma":0.0004764024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002345261,"about_ca_topic_score_gemma":0.00001140894,"domain_scores_codex":[0.9976601,0.000290754,0.0005244545,0.000643597,0.0002098536,0.0006712286],"domain_scores_gemma":[0.9989058,0.0003669686,0.0001274294,0.0003026668,0.0001793042,0.0001177745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003971477,0.001905795,0.9890342,0.0001608666,0.0005456901,0.000709564,0.0001797856,0.00001808135,0.00001911775,0.003348872,0.00008090875,0.00002566144],"study_design_scores_gemma":[0.008821372,0.003913746,0.9699631,0.0003995566,0.0002461486,0.01468127,0.0007193668,0.00001761222,0.0001071221,0.0008305456,0.0000157516,0.0002844434],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845722,0.0008171159,0.00005384858,0.0004286813,0.0002284976,0.001516922,0.00003068638,0.00008469197,0.01226738],"genre_scores_gemma":[0.9956804,0.00002340133,0.0005081721,0.0004335628,0.00005809899,0.000417017,0.0001296262,0.00001940696,0.002730323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01907112,"threshold_uncertainty_score":0.9999269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03615321882680728,"score_gpt":0.3628044030837447,"score_spread":0.3266511842569375,"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."}}