{"id":"W2985133644","doi":"10.7249/rr4262","title":"Exploring the societal burden of multiple sclerosis: A study into the non-clinical impact of the disease, including changes with progression","year":2019,"lang":"en","type":"book","venue":"RAND Corporation eBooks","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiple sclerosis; Disease; Medicine; Political science; Gerontology; Psychiatry; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001466011,0.0003713979,0.000844062,0.00009117582,0.0004625002,0.00004498802,0.0004714887,0.0001049019,0.00000803782],"category_scores_gemma":[0.0003994023,0.0001398653,0.0004902625,0.000122811,0.0008295169,0.0000780816,0.0005232223,0.0007186612,0.000003418487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001747829,"about_ca_system_score_gemma":0.001146973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001692901,"about_ca_topic_score_gemma":0.0003139947,"domain_scores_codex":[0.9968789,0.0003790783,0.0006228814,0.0004239659,0.00143089,0.0002642887],"domain_scores_gemma":[0.9964142,0.0007999014,0.001061991,0.001035139,0.0005740249,0.0001147068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02385697,0.002080868,0.5313505,0.003856822,0.01254568,0.0000251915,0.1539178,0.0006424075,0.0172542,0.000117214,0.01240031,0.241952],"study_design_scores_gemma":[0.01505428,0.005446048,0.9515768,0.01042418,0.002006426,0.00000328525,0.009696216,0.002846235,0.0009303807,0.0001099047,0.001334584,0.0005716225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842443,0.0004850661,0.00003505635,0.0007070831,0.000282612,0.009598483,0.00005060793,0.00003580178,0.004560974],"genre_scores_gemma":[0.9792942,0.0002642883,0.00003021863,0.00002477305,0.0005448696,0.0007734884,0.00002488058,0.00005756215,0.01898568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4202263,"threshold_uncertainty_score":0.5703541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3034254489430336,"score_gpt":0.3911720551070468,"score_spread":0.0877466061640132,"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."}}