{"id":"W4388947332","doi":"10.1016/j.msard.2023.105138","title":"The influence of personality in persons with MS","year":2023,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Ontario Shores Centre for Mental Health Sciences; Lawson Health Research Institute; Western University","funders":"","keywords":"Conscientiousness; Neuroticism; Extraversion and introversion; Big Five personality traits; Personality; Clinical psychology; Psychological intervention; Anxiety; Medicine; Depression (economics); Psychology; Psychiatry; Social psychology","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":[0.0005673674,0.0001811043,0.0003214965,0.000170869,0.0003384561,0.00002358939,0.0001216474,0.0001059233,0.00001763112],"category_scores_gemma":[0.0006947422,0.0001058267,0.00008865702,0.001039001,0.0008358382,0.00008593633,0.0001135977,0.0003638556,0.00001277014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003893879,"about_ca_system_score_gemma":0.00005944758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001930259,"about_ca_topic_score_gemma":0.002246775,"domain_scores_codex":[0.9983199,0.00009536619,0.0003277344,0.0003405301,0.0004504951,0.0004659707],"domain_scores_gemma":[0.9988155,0.0005878587,0.00008822142,0.0002883241,0.00009404071,0.0001260435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004698621,0.000162839,0.9681228,0.0001321361,0.0002331038,0.000004556374,0.004311849,0.00133869,0.01105407,0.00005054306,0.0003944894,0.01372508],"study_design_scores_gemma":[0.003514818,0.0001913508,0.987748,0.0003606688,0.00002890816,0.000002083083,0.003100894,0.004082847,0.0001060874,0.00002929455,0.0007065533,0.0001285212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936314,0.0008660588,0.000001274624,0.00383364,0.00002917922,0.0006123873,0.00001977585,0.00007328037,0.0009329525],"genre_scores_gemma":[0.9884312,0.01107311,0.00004876205,0.00003227363,0.000007922954,0.00008540918,0.00001096992,0.00002308447,0.0002872437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01962519,"threshold_uncertainty_score":0.431549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0349684131353105,"score_gpt":0.2747708695779367,"score_spread":0.2398024564426262,"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."}}