{"id":"W4220937678","doi":"10.1186/s13024-022-00524-0","title":"Solving neurodegeneration: common mechanisms and strategies for new treatments","year":2022,"lang":"en","type":"review","venue":"Molecular Neurodegeneration","topic":"Neuroinflammation and Neurodegeneration Mechanisms","field":"Neuroscience","cited_by":307,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Université de Montréal","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Neurological Disorders and Stroke; National Institute of General Medical Sciences; National Eye Institute; National Institute on Aging; Barr Foundation; Melza M. and Frank Theodore Barr Foundation; BrightFocus Foundation; Glaucoma Research Foundation","keywords":"Neurodegeneration; Neurology; Neuroscience; Medicine; Psychology; Disease; Pathology","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":[0.001700359,0.001768263,0.001945201,0.003508448,0.0006120916,0.002183098,0.001771319,0.002738964,0.003944106],"category_scores_gemma":[0.001265803,0.0003373515,0.0007572673,0.001830292,0.001920732,0.005121612,0.001844741,0.006351043,0.00266821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001854397,"about_ca_system_score_gemma":0.001935504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001076792,"about_ca_topic_score_gemma":0.002254182,"domain_scores_codex":[0.9994678,0.0001278184,0.00007284642,0.0000850111,0.0001903232,0.00005634098],"domain_scores_gemma":[0.9994417,0.0002698749,0.0000503285,0.0000277006,0.0001400385,0.00007049474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008945076,0.0001619468,0.0001039268,0.01375248,0.00009214943,0.0004059762,0.0001895207,0.0005112053,0.001574209,0.02778595,0.110633,0.8447001],"study_design_scores_gemma":[0.00002518959,0.00009346331,0.0002993391,0.005760975,0.00004619217,0.001003087,0.0001318016,0.0001183794,0.0002547353,0.01348536,0.9787552,0.00002623725],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003561507,0.9964186,0.0002500668,0.001593849,0.0007973624,0.000005584768,0.000008141854,0.00001161024,0.0008791915],"genre_scores_gemma":[0.0003461362,0.9967361,0.0004093392,0.001007023,0.0007906331,0.00001331141,0.00001782545,0.00000286339,0.0006768008],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003944106,"threshold_uncertainty_score":0.01345462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09652839596168084,"score_gpt":0.3284019153972819,"score_spread":0.2318735194356011,"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."}}