{"id":"W4294202353","doi":"10.1192/j.eurpsy.2022.1160","title":"Alexithymia In Multiple Sclerosis: Relationship With Depression","year":2022,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Alexithymia; Toronto Alexithymia Scale; Depression (economics); Multiple sclerosis; Hospital Anxiety and Depression Scale; Anxiety; Psychology; Medicine; Lesion; Neurology; Psychiatry; Internal medicine; Clinical psychology","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":[0.0006626592,0.0001636956,0.0002036984,0.0002561151,0.0004637892,0.00001953367,0.0001933217,0.00001803441,0.0002559029],"category_scores_gemma":[0.0002111789,0.0001350664,0.0000650466,0.0005748247,0.00008350303,0.00007866432,0.0002976867,0.0007208987,0.0001164553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109732,"about_ca_system_score_gemma":0.0001007292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000399114,"about_ca_topic_score_gemma":0.000129087,"domain_scores_codex":[0.9978824,0.0004705121,0.000290923,0.0004261324,0.0005807756,0.0003492958],"domain_scores_gemma":[0.9991469,0.0001093665,0.00008281734,0.0004844468,0.00003535136,0.0001410641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005984722,0.000336734,0.9878629,0.00004831544,0.00002793244,0.00003326413,0.0007161196,0.0002245515,0.0005428406,0.00005773698,0.008117493,0.001433648],"study_design_scores_gemma":[0.003944163,0.0002928463,0.9898537,0.0005228213,0.00001526677,0.00002895502,0.001717404,0.000256325,0.00002089533,0.00001799607,0.003175534,0.0001541324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645515,0.001674449,0.00005807582,0.001931151,0.0002724088,0.0005650444,0.00001715572,0.0001367179,0.03079347],"genre_scores_gemma":[0.9932473,0.00002864502,0.005030566,0.0005204866,0.0001887029,0.00008964783,0.00003307065,0.00006685986,0.0007946781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02999879,"threshold_uncertainty_score":0.5507846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07748436101090807,"score_gpt":0.2855709024691425,"score_spread":0.2080865414582345,"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."}}