{"id":"W4399756276","doi":"10.1177/13524585241261200","title":"Monitoring cognitive functioning in multiple sclerosis will trigger anxiety in patients: Commentary","year":2024,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"","keywords":"Multiple sclerosis; Anxiety; Cognition; Psychology; Clinical psychology; Cognitive skill; Medicine; Psychiatry","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001573297,0.0006100241,0.0009413862,0.001461284,0.0005644292,0.000436305,0.0002900676,0.0002640463,0.0002474994],"category_scores_gemma":[0.002291925,0.0005471698,0.0004530148,0.001643802,0.0002650366,0.001381055,0.0003248395,0.002465907,0.00008487752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00170117,"about_ca_system_score_gemma":0.0001659242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00057079,"about_ca_topic_score_gemma":0.000294777,"domain_scores_codex":[0.9944728,0.0004281329,0.001389342,0.0009069797,0.001429067,0.001373702],"domain_scores_gemma":[0.9970758,0.00132497,0.0001966598,0.0003537362,0.0004984399,0.0005504186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001093406,0.0009478482,0.8646351,0.0001567499,0.0002739035,0.00004750941,0.001678031,0.0001294424,0.008815238,5.902349e-7,0.002681623,0.1195406],"study_design_scores_gemma":[0.01618677,0.000442585,0.9605225,0.01028905,0.00009767043,0.00001716523,0.002062823,0.004723682,0.003653984,0.00000800649,0.001507924,0.0004878692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901852,0.004054214,0.0002182713,0.002135308,0.001662459,0.001299048,0.00009526612,0.0001676004,0.0001826054],"genre_scores_gemma":[0.9890235,0.008014902,0.0009535861,0.0004354474,0.001062758,0.0002257309,0.00005581592,0.0001298843,0.00009837472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1190527,"threshold_uncertainty_score":0.9998354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1037626278948207,"score_gpt":0.3019569323866519,"score_spread":0.1981943044918312,"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."}}