{"id":"W2026607168","doi":"10.1176/appi.psy.46.2.131","title":"Predictive Value of the CES-D in Detecting Depression Among Candidates for Disease-Modifying Multiple Sclerosis Treatment","year":2005,"lang":"en","type":"article","venue":"Psychosomatics","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":104,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Multiple sclerosis; Depression (economics); Predictive value; Disease; Value (mathematics); Medicine; Psychiatry; Psychology; Internal medicine; Statistics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003540005,0.0006575108,0.001119698,0.001206595,0.0004711375,0.0009278945,0.000542522,0.001532039,0.001235367],"category_scores_gemma":[0.02030602,0.0004528038,0.001300598,0.0009264281,0.0004734751,0.000826779,0.000469462,0.001676706,0.0002269566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002562079,"about_ca_system_score_gemma":0.0005424871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002591529,"about_ca_topic_score_gemma":0.003353822,"domain_scores_codex":[0.998284,0.001061618,0.0001631937,0.0001412494,0.0002286642,0.0001213394],"domain_scores_gemma":[0.9809191,0.01446746,0.001781432,0.0007081621,0.0008210956,0.00130287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00160844,0.0001175361,0.9953352,0.00001865572,0.0001827209,0.0000832635,0.00003969112,0.0001424733,0.0001218548,0.00003090876,0.00009322375,0.002225975],"study_design_scores_gemma":[0.0001426894,0.0007547659,0.996021,0.00002408321,0.0005149263,0.0002434773,0.000123664,0.001759668,0.0001159246,0.00009753448,0.0001906408,0.00001159273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961219,0.001838528,0.0001137064,0.0002967685,0.00007778532,0.0000203979,0.0001944478,0.000007009156,0.001329317],"genre_scores_gemma":[0.999215,0.0002594655,0.0001190052,0.00007038787,0.00007770316,0.000007948157,0.0001232099,0.000001351485,0.000126038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003540005,"threshold_uncertainty_score":0.01872158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06416301190387866,"score_gpt":0.3309969642305688,"score_spread":0.2668339523266902,"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."}}