{"id":"W4366351558","doi":"10.1089/jpm.2023.0179","title":"Top Ten Tips Palliative Care Clinicians Should Know about Multiple Sclerosis","year":2023,"lang":"en","type":"article","venue":"Journal of Palliative Medicine","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Multiple sclerosis; Palliative care; Presentation (obstetrics); MEDLINE; Intensive care medicine; Pediatrics; Psychiatry; Nursing; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004953156,0.001401508,0.00144381,0.00159787,0.002765456,0.006263355,0.001601619,0.01018988,0.0473461],"category_scores_gemma":[0.04711423,0.0005981632,0.001140695,0.001034177,0.001898849,0.009663533,0.004157938,0.01192038,0.02295248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001286583,"about_ca_system_score_gemma":0.005522638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001086582,"about_ca_topic_score_gemma":0.003998008,"domain_scores_codex":[0.9946072,0.002447657,0.0006736208,0.0002587601,0.001598406,0.0004145318],"domain_scores_gemma":[0.9606307,0.01731914,0.001708217,0.0009493298,0.009389599,0.01000292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007480385,0.0001195326,0.0007041394,0.0009372194,0.00002425188,0.0006336819,0.0004400841,0.00005260318,0.0001428736,0.00145637,0.8195549,0.1758596],"study_design_scores_gemma":[0.0001472233,0.000245216,0.002419367,0.008970113,0.00008589539,0.005602202,0.003744497,0.0001373733,0.0001796206,0.01603249,0.9623188,0.0001171472],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001854375,0.07240144,0.003528381,0.8143327,0.06481976,0.0002051553,0.0005272139,0.000892231,0.04143881],"genre_scores_gemma":[0.03060448,0.1475545,0.02774352,0.632368,0.1091598,0.001048589,0.00141454,0.0004107887,0.04969581],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.0473461,"threshold_uncertainty_score":0.1583884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2509143848845963,"score_gpt":0.433226007523113,"score_spread":0.1823116226385167,"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."}}