{"id":"W4401665017","doi":"10.1016/j.jadr.2024.100832","title":"Personality and cognitive factors implicated in depression and anxiety in multiple sclerosis: A systematic review and meta-analysis","year":2024,"lang":"en","type":"review","venue":"Journal of Affective Disorders Reports","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Multiple Sclerosis Australia; Australian Government","keywords":"Meta-analysis; Anxiety; Depression (economics); Personality; Clinical psychology; Psychology; Multiple sclerosis; Cognition; Psychiatry; Medicine; Social psychology; Internal medicine","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":[0.01018452,0.002514916,0.01587518,0.007822622,0.0007651399,0.003621434,0.001924835,0.001849928,0.003927389],"category_scores_gemma":[0.02628596,0.001311922,0.03289316,0.008358185,0.0007571703,0.001868285,0.001754417,0.001539777,0.0002737579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003008087,"about_ca_system_score_gemma":0.00516641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00828423,"about_ca_topic_score_gemma":0.01896467,"domain_scores_codex":[0.9944271,0.00210345,0.001933435,0.0006059261,0.0007017379,0.0002283293],"domain_scores_gemma":[0.985455,0.01056207,0.002388807,0.0003875372,0.001023523,0.0001828972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000994517,0.00002653935,0.003058354,0.6550513,0.3231911,0.000121493,0.0001270085,0.0003544239,0.000193094,0.0001409941,0.0005140411,0.01622704],"study_design_scores_gemma":[0.0003315505,0.0001505243,0.003811202,0.06139679,0.9320837,0.0001221689,0.00006814744,0.0001245837,0.0000934936,0.0001801909,0.001612547,0.00002512663],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003142985,0.9953133,0.0003841587,0.0001425872,0.00008243806,0.0003265259,0.0004015935,0.00001866129,0.0001877956],"genre_scores_gemma":[0.08612237,0.9092878,0.001696076,0.0005181758,0.0001554333,0.001311255,0.0006430353,0.00001834958,0.0002474728],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01587518,"threshold_uncertainty_score":0.05386156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1327727459558447,"score_gpt":0.3951819987988792,"score_spread":0.2624092528430345,"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."}}