{"id":"W4392290833","doi":"10.1177/13524585241228426","title":"Limited utility of adding 3T cervical spinal cord MRI to monitor disease activity in multiple sclerosis","year":2024,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Asymptomatic; Medicine; Multiple sclerosis; Spinal cord; Magnetic resonance imaging; Surgery; Concomitant; Radiology","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":[0.001926275,0.0006951336,0.001316542,0.001388983,0.0004956448,0.0003328095,0.0006029683,0.0002621878,0.0004616393],"category_scores_gemma":[0.004882623,0.0006081499,0.00079677,0.002051209,0.0004212674,0.0006498941,0.0006424811,0.001947881,0.000127947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007458176,"about_ca_system_score_gemma":0.000408853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005887974,"about_ca_topic_score_gemma":0.0003663311,"domain_scores_codex":[0.9933985,0.0005391099,0.001399494,0.001156152,0.002010658,0.001496087],"domain_scores_gemma":[0.9950053,0.00122419,0.000255126,0.0008779435,0.0006837341,0.001953688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01878006,0.001830333,0.4994052,0.00106349,0.0004486125,0.0002012953,0.0005616291,0.0001598754,0.2494514,0.00000922171,0.003915997,0.2241729],"study_design_scores_gemma":[0.004281051,0.001185358,0.9335035,0.005910635,0.0001524811,0.00002522342,0.000316218,0.04144613,0.01167704,0.00001732275,0.0009970821,0.0004879337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893503,0.001849389,0.001820458,0.003762291,0.0009691102,0.001513538,0.0003931009,0.0002069223,0.0001348925],"genre_scores_gemma":[0.9917549,0.002144488,0.004626441,0.0001750828,0.0008917956,0.000187692,0.00001989677,0.0001236447,0.00007608037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4340984,"threshold_uncertainty_score":0.999637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1878378884102056,"score_gpt":0.3557116709841959,"score_spread":0.1678737825739902,"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."}}