{"id":"W4220661846","doi":"10.1016/j.msard.2022.103761","title":"Progressive retinal changes in pediatric multiple sclerosis","year":2022,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; University of Calgary; McGill University; SickKids Foundation; University of Toronto; Montreal Neurological Institute and Hospital; Hospital for Sick Children","funders":"Multiple Sclerosis Society of Canada; Ontario Institute for Regenerative Medicine; Stem Cell Network; Multiple Sclerosis Scientific Research Foundation; National Multiple Sclerosis Society","keywords":"Medicine; Optic neuritis; Nerve fiber layer; Retinal; Multiple sclerosis; Ophthalmology; Inner plexiform layer","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008404971,0.0005028968,0.0007599569,0.0008321074,0.00103469,0.00006820543,0.0002956217,0.0002122677,0.0006849155],"category_scores_gemma":[0.0009995679,0.0004617004,0.0002264355,0.001658125,0.0003923794,0.0001525104,0.0008166747,0.001284781,0.00002772805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002741568,"about_ca_system_score_gemma":0.0001118901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005296968,"about_ca_topic_score_gemma":0.0007268863,"domain_scores_codex":[0.9956677,0.0003781616,0.000689504,0.001083527,0.001065756,0.001115327],"domain_scores_gemma":[0.9981863,0.0005231524,0.0002658052,0.000514917,0.0001248749,0.0003849504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001049922,0.001413139,0.9361396,0.0002477981,0.0001971708,0.00004772267,0.002992767,0.0004032862,0.008545733,0.00001913501,0.00193477,0.04700892],"study_design_scores_gemma":[0.01250714,0.0009136662,0.9729393,0.0002154129,0.0001366813,0.00002706521,0.003502154,0.006729223,0.0003281442,0.00004181021,0.002083661,0.0005758078],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811293,0.009655852,0.000004981071,0.005277557,0.0003464566,0.002127019,0.0001062555,0.0002235425,0.001129007],"genre_scores_gemma":[0.9795076,0.01799478,0.000371886,0.000198832,0.0001032471,0.00125665,0.0001174839,0.00009877911,0.0003507926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04643311,"threshold_uncertainty_score":0.9997835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04306767492897136,"score_gpt":0.2652330396453251,"score_spread":0.2221653647163538,"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."}}