{"id":"W2082428529","doi":"10.1212/01.wnl.0000095964.34294.b4","title":"Major depression in multiple sclerosis","year":2003,"lang":"en","type":"article","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":529,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Measles; Diphtheria; Demography; Population; Environmental health; Pediatrics; Vaccination; Immunology","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":[0.0002111844,0.0001150421,0.0002630527,0.0001745059,0.00006763593,0.00000541295,0.00007359623,0.0001130648,0.0002335797],"category_scores_gemma":[0.001573174,0.00009582379,0.00005243412,0.0002130587,0.0001114763,0.00003708413,0.00006845722,0.00036395,0.0001159047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001951977,"about_ca_system_score_gemma":0.0000332796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001348883,"about_ca_topic_score_gemma":0.0002704967,"domain_scores_codex":[0.9986609,0.0002000464,0.000194996,0.0003361047,0.000197943,0.0004099924],"domain_scores_gemma":[0.999222,0.0002998919,0.00003024865,0.000289751,0.0000455028,0.0001125379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004924472,0.0001772604,0.9208326,0.00002059575,0.00001290113,0.00006240332,0.00006959401,0.00001156509,0.073477,0.00003382817,0.0009337835,0.003875971],"study_design_scores_gemma":[0.003402816,0.0003552903,0.9770193,0.00001812002,0.000007402117,0.00002949201,0.000007784723,0.0002882665,0.008351193,0.00002848668,0.01042287,0.00006897531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918742,0.0002991496,0.00002786759,0.001489728,0.0001388048,0.0003554371,0.000002318098,0.00004765407,0.005764862],"genre_scores_gemma":[0.9976352,0.0002734454,0.0003936364,0.001457254,0.00004069051,0.00007723765,0.000002707095,0.00001937583,0.0001003819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06512581,"threshold_uncertainty_score":0.3907581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08578254758797468,"score_gpt":0.3074817010172866,"score_spread":0.2216991534293119,"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."}}