{"id":"W3000800841","doi":"10.1155/2020/3436726","title":"Integrating Caregiver Support into Multiple Sclerosis Care","year":2020,"lang":"en","type":"article","venue":"Multiple Sclerosis International","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Rehabilitation Research and Development Service; U.S. Department of Veterans Affairs","keywords":"Medicine; Intervention (counseling); Caregiver burden; Multiple sclerosis; Caregiver stress; Depression (economics); Family caregivers; Physical therapy; Psychiatry; Dementia; Disease","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002747969,0.0006279356,0.000808198,0.0003359425,0.0004845236,0.0002284829,0.0008670837,0.000250766,0.001563863],"category_scores_gemma":[0.004701088,0.000579396,0.000583136,0.000556598,0.000399885,0.0005068731,0.0008714084,0.000867221,0.0007096619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007666355,"about_ca_system_score_gemma":0.0002540898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008520876,"about_ca_topic_score_gemma":0.0004715606,"domain_scores_codex":[0.99498,0.0001306755,0.000934809,0.001252929,0.001857949,0.0008436722],"domain_scores_gemma":[0.9963893,0.000518921,0.0002724109,0.0005974835,0.001402765,0.0008190622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001375165,0.0004655695,0.4821725,0.000420421,0.001026701,0.00005760425,0.03520897,0.0003350144,0.3406982,0.00009606134,0.03091141,0.1072324],"study_design_scores_gemma":[0.02251815,0.001450511,0.6679388,0.001582957,0.0002760109,0.00002629317,0.02613464,0.06968957,0.1033024,0.00002003354,0.1052344,0.001826295],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9504071,0.0009158885,0.004994338,0.02239557,0.002056612,0.002639364,0.0008317482,0.001157013,0.0146023],"genre_scores_gemma":[0.9789535,0.0005518438,0.0149433,0.002842262,0.001339703,0.0003021364,0.0006602637,0.0001276399,0.0002793465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2373958,"threshold_uncertainty_score":0.9996657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1258369300302767,"score_gpt":0.3113738189608379,"score_spread":0.1855368889305612,"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."}}