{"id":"W2038697694","doi":"10.1097/01376517-200610000-00008","title":"Top 10 Needs of People with Multiple Sclerosis and Their Significant Others","year":2006,"lang":"en","type":"article","venue":"Journal of Neuroscience Nursing","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Psychosocial; Needs assessment; Information needs; Focus group; Multiple sclerosis; Medicine; Psychology; Family medicine; Population; Health care; Psychiatry; Environmental health; Business; Computer science","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":[0.000372995,0.0001262906,0.0003661405,0.0003387836,0.0001377162,0.00004097186,0.0001364692,0.00002790226,0.000007855967],"category_scores_gemma":[0.0003960308,0.00007656748,0.00007347741,0.0006518742,0.0006241776,0.0002067465,0.00002275352,0.0001933746,2.997833e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006772338,"about_ca_system_score_gemma":0.0001255739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005037187,"about_ca_topic_score_gemma":0.000006154451,"domain_scores_codex":[0.9986539,0.00005215155,0.0003480163,0.0001313185,0.0005286328,0.0002859879],"domain_scores_gemma":[0.998943,0.0001970943,0.0002918612,0.0001455496,0.0002757758,0.000146721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000309911,0.0002311101,0.07007416,0.00002799405,0.000006116194,0.000005534054,0.001645059,0.0001383885,0.9201339,0.000006167961,0.0003573034,0.007064295],"study_design_scores_gemma":[0.001631801,0.001508653,0.9077598,0.000791466,0.00002986729,0.0001594367,0.003695982,0.001973133,0.08209394,0.00001789779,0.0002460248,0.00009197688],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996648,0.0002001215,0.0008997642,0.00154581,0.000112824,0.0001601777,0.000003913449,0.000008170428,0.0004212414],"genre_scores_gemma":[0.9988323,0.0001331399,0.0007560812,0.0000702125,0.00009507079,0.000001293513,1.529438e-7,0.00001347686,0.00009825599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.83804,"threshold_uncertainty_score":0.3122331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05622813278158176,"score_gpt":0.2930381362673906,"score_spread":0.2368100034858088,"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."}}