{"id":"W4405472638","doi":"10.1002/ana.27160","title":"In Memoriam: Barry <scp>GW</scp> Arnason, <scp>MD</scp> (8/2/1933—7/17/2023)","year":2024,"lang":"en","type":"article","venue":"Annals of Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Multiple Sclerosis Society; National Multiple Sclerosis Society","keywords":"Gerontology; Psychology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001505114,0.001138657,0.001081691,0.0006130767,0.00216309,0.002625389,0.001606103,0.004199635,0.0636683],"category_scores_gemma":[0.01454694,0.0003068548,0.0006140627,0.0002527461,0.0009681383,0.002403129,0.001551075,0.009078317,0.04249317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001629608,"about_ca_system_score_gemma":0.002175527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003309499,"about_ca_topic_score_gemma":0.004642439,"domain_scores_codex":[0.9991757,0.0001586215,0.00007040591,0.0001711036,0.0003119704,0.000112214],"domain_scores_gemma":[0.9958544,0.0008599939,0.0002148406,0.0001230753,0.001923042,0.00102459],"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":[0.00001067215,0.000005057403,0.00003815772,0.0000139551,0.000001829736,0.0001097942,0.00001751175,0.000006534581,0.00001351959,0.0001265964,0.9958211,0.003835199],"study_design_scores_gemma":[0.00002092478,0.00002529039,0.0003109705,0.0001341152,0.00000882353,0.001198168,0.0001620196,0.00006867545,0.0001095973,0.0005582605,0.9973893,0.00001388974],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0005860406,0.007384099,0.0004400757,0.3986319,0.5753297,0.0000697714,0.0005909691,0.0002848413,0.0166827],"genre_scores_gemma":[0.01342465,0.0127944,0.0008009924,0.3536181,0.3609137,0.0002548193,0.0009261073,0.0003003178,0.2569671],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0636683,"threshold_uncertainty_score":0.2129917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0908318550810867,"score_gpt":0.3741754024839186,"score_spread":0.2833435474028319,"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."}}