{"id":"W4205380403","doi":"10.15406/jnsk.2021.11.00462","title":"Alexithymia in multiple sclerosis","year":2021,"lang":"en","type":"article","venue":"Journal of Neurology & Stroke","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Alexithymia; Toronto Alexithymia Scale; Beck Depression Inventory; Psychology; Depression (economics); Anxiety; Clinical psychology; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002444091,0.0001797184,0.0002105112,0.0005782879,0.0003701118,0.0003624254,0.0001225223,0.0001732825,0.001593476],"category_scores_gemma":[0.001227893,0.00006972354,0.0001596895,0.0004641066,0.0003903258,0.0001874689,0.000424771,0.0003361545,0.000110454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002683787,"about_ca_system_score_gemma":0.0002736413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001010237,"about_ca_topic_score_gemma":0.001291841,"domain_scores_codex":[0.9997219,0.00007105408,0.00003317074,0.0000352151,0.00009028073,0.00004828763],"domain_scores_gemma":[0.9994761,0.00009397368,0.00027136,0.00001656541,0.00005160571,0.00009030391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001717394,0.00008288691,0.9558322,0.0001760054,0.00008842041,0.001727104,0.0007532802,0.00009948431,0.004932363,0.0001820255,0.0003396338,0.0356148],"study_design_scores_gemma":[0.000004104928,0.0001235974,0.9934725,0.00002320491,0.00001601603,0.005531896,0.0002130866,0.00006201636,0.0001278245,0.0001443457,0.0002788966,0.000002647332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967153,0.001556693,0.0001460012,0.0001271882,0.00001094888,0.00001069839,0.00004735902,0.000005879152,0.001380022],"genre_scores_gemma":[0.9994162,0.0003468312,0.000078195,0.00001746952,0.000009063907,0.000003168136,0.00003061959,4.815341e-7,0.00009805586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001593476,"threshold_uncertainty_score":0.005330682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09280214425949954,"score_gpt":0.3109785081515624,"score_spread":0.2181763638920628,"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."}}