{"id":"W4404096192","doi":"10.1093/braincomms/fcae395","title":"Spinal cord evaluation in multiple sclerosis: clinical and radiological associations, present and future","year":2024,"lang":"en","type":"review","venue":"Brain Communications","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of British Columbia; Polytechnique Montréal","funders":"","keywords":"Radiological weapon; Multiple sclerosis; Medicine; Spinal cord; Physical medicine and rehabilitation; Surgery; Psychiatry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004196578,0.0003402516,0.001562072,0.0003380671,0.0002928446,0.00009717316,0.000450263,0.0005017707,0.00001848452],"category_scores_gemma":[0.004778964,0.0002546522,0.0002894921,0.000547054,0.0007230703,0.00007247338,0.001247596,0.001686939,0.00003035293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002974859,"about_ca_system_score_gemma":0.0004514713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005527367,"about_ca_topic_score_gemma":0.0001852604,"domain_scores_codex":[0.9949697,0.002480682,0.001152095,0.0005972467,0.0004917802,0.0003084433],"domain_scores_gemma":[0.9944956,0.003374997,0.0002530458,0.001457247,0.0002190408,0.0002000283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002823521,0.0002111236,0.001065258,0.001877347,0.0002998927,0.000001796849,0.00009047386,4.10361e-8,4.795401e-7,0.0002049303,0.01136108,0.9848593],"study_design_scores_gemma":[0.0009922485,0.0002726612,0.07992119,0.007736887,0.001039906,0.00002221986,0.000192489,0.00108528,1.450195e-8,0.0000833346,0.9084425,0.0002112487],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001679079,0.9780235,0.000002658345,0.01798299,0.000130434,0.003095205,0.0001550527,0.00006648761,0.0003757356],"genre_scores_gemma":[0.001003748,0.9944404,0.001817795,0.0001344833,0.0007087255,0.001145693,0.0006081457,0.00003921385,0.000101807],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9846481,"threshold_uncertainty_score":0.9999906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5903106151976569,"score_gpt":0.5414478325050115,"score_spread":0.04886278269264543,"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."}}