{"id":"W4404412901","doi":"10.1016/j.msard.2024.106175","title":"Multiple Sclerosis and biological definitions in neurodegenerative diseases","year":2024,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Multiple sclerosis; Medicine; Amyotrophic lateral sclerosis; Neuroscience; Disease; Immunology; Pathology; Biology","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":[0.01574009,0.0006390781,0.0009569533,0.01117482,0.002199532,0.005528502,0.001321684,0.001053136,0.002261204],"category_scores_gemma":[0.02669926,0.0002005681,0.0007342807,0.0118346,0.01193635,0.006796637,0.004247345,0.002066484,0.0002180619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002961772,"about_ca_system_score_gemma":0.004053935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003533809,"about_ca_topic_score_gemma":0.004881585,"domain_scores_codex":[0.9837631,0.01246655,0.001577303,0.0005459367,0.001281056,0.0003659537],"domain_scores_gemma":[0.9696938,0.02031147,0.004893404,0.00144327,0.002220802,0.001437107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002888151,0.0002504182,0.0570358,0.002468686,0.0002237709,0.0004037421,0.02625571,0.0004579395,0.0009418742,0.8342965,0.007685964,0.06969064],"study_design_scores_gemma":[0.0001639401,0.0005992619,0.2381876,0.005788662,0.0003175018,0.003364032,0.06691397,0.0007679979,0.0005388797,0.4900685,0.1931525,0.0001372626],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3014805,0.5462372,0.0162554,0.0450626,0.0069293,0.0002172631,0.000872412,0.00007030317,0.08287498],"genre_scores_gemma":[0.9199782,0.05859028,0.01067386,0.003868662,0.003139441,0.0005373613,0.0005529228,0.00003080174,0.002628452],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01574009,"threshold_uncertainty_score":0.08324248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09696491196284833,"score_gpt":0.2809746982330748,"score_spread":0.1840097862702265,"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."}}