{"id":"W4388670825","doi":"10.7224/1537-2073.2022-113","title":"Symptom Management Among Multiple Sclerosis Care Partners in Canada","year":2023,"lang":"en","type":"article","venue":"International Journal of MS Care","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Ottawa","funders":"","keywords":"Medicine; Depression (economics); Cohort; Descriptive statistics; Weakness; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001464898,0.0001230165,0.0002527478,0.0004675155,0.00004030762,0.00002941933,0.0003264823,0.00003161786,0.00006786756],"category_scores_gemma":[0.0002553519,0.000105318,0.0001246084,0.0002734515,0.00004493828,0.0001073016,0.0001786838,0.0002521344,0.00001221436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002129258,"about_ca_system_score_gemma":0.0004710665,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1623212,"about_ca_topic_score_gemma":0.5471914,"domain_scores_codex":[0.9976627,0.0000391394,0.0004330988,0.0001539628,0.001445633,0.0002655141],"domain_scores_gemma":[0.9984899,0.0001314823,0.0001477495,0.0001291567,0.0009460431,0.0001556981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001619964,0.00002124147,0.9597909,0.0001032834,0.0003894227,0.001173627,0.002492789,0.001182384,0.000551941,0.000008241127,0.008771289,0.02535282],"study_design_scores_gemma":[0.00261438,0.00005044432,0.9582735,0.0008552168,0.00002438761,0.00001114442,0.03233169,0.0002998682,0.0008877683,0.000002573364,0.004559564,0.00008952203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948905,0.0005536622,0.000006360302,0.001132665,0.0008058326,0.0002056448,0.0000510694,0.00001458495,0.002339731],"genre_scores_gemma":[0.9980216,0.001221015,0.0001643164,0.0001427903,0.0002440529,0.00001859378,0.0000432226,0.00001749126,0.0001269379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3848703,"threshold_uncertainty_score":0.843257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05047834967975475,"score_gpt":0.3265200572433316,"score_spread":0.2760417075635768,"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."}}