{"id":"W2022214555","doi":"10.7224/1537-2073-13.3.105","title":"The Evolving Role of the Multiple Sclerosis Nurse","year":2011,"lang":"en","type":"article","venue":"International Journal of MS Care","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Tolerability; Multiple sclerosis; Dosing; Nursing; Health care; Intensive care medicine; Adverse effect; Psychiatry; Pharmacology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002703966,0.00007956698,0.0001561392,0.00007939392,0.0001069247,0.0000214905,0.0005972893,0.00003247507,0.0001058208],"category_scores_gemma":[0.001576228,0.0000394317,0.0002544355,0.00008132407,0.0001839872,0.00009721448,0.0001289099,0.0002557898,0.000004883077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001404881,"about_ca_system_score_gemma":0.0001187547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001305091,"about_ca_topic_score_gemma":0.00009911203,"domain_scores_codex":[0.9983753,0.00005904212,0.0003690312,0.00007245141,0.0009877549,0.0001364279],"domain_scores_gemma":[0.996985,0.0002307596,0.0003116034,0.0001862982,0.002220531,0.00006585912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000840342,0.000211,0.7904624,0.00002780277,0.001020686,0.00001836128,0.01654201,0.00002098291,0.09970766,0.0002226663,0.00407448,0.08685166],"study_design_scores_gemma":[0.001255709,0.0001234964,0.9349985,0.0004952514,0.00004241299,0.00003924223,0.01079885,0.0001380853,0.04847006,0.00007980834,0.003513528,0.00004502148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849116,0.004028223,0.00002867986,0.001496761,0.001028352,0.0001864683,0.00002454464,0.000006537628,0.008288837],"genre_scores_gemma":[0.9985848,0.0004914471,0.0004298217,0.00006709393,0.0003131675,0.000004193306,7.843505e-7,0.00001034597,0.00009831186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1445362,"threshold_uncertainty_score":0.1887006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05756488632783435,"score_gpt":0.3031988101201386,"score_spread":0.2456339237923042,"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."}}