{"id":"W7117256233","doi":"10.1002/alz70856_103693","title":"Transforming Alzheimer's Care: The Impact of Biomarker Innovations","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Alzheimer's disease research and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Q & T Research; Université de Sherbrooke; Alzheimer Society of Canada; Université Laval; Centre Hospitalier Universitaire de Sherbrooke; McGill University Health Centre; Ministère de la Santé et des Services Sociaux (Québec); Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Montreal Neurological Institute and Hospital; McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Biomarker; Disease; Biomarker discovery; Population; Cerebrospinal fluid; Amyloid β; Tau protein; Cognitive impairment; Neuroimaging","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.06594549,0.001791365,0.002235096,0.004393661,0.002137173,0.01375737,0.003804993,0.01687728,0.01243603],"category_scores_gemma":[0.08417479,0.0006436178,0.00184596,0.003032848,0.01366575,0.02273508,0.007518458,0.01659368,0.003811558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008442289,"about_ca_system_score_gemma":0.01896461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005620119,"about_ca_topic_score_gemma":0.004179447,"domain_scores_codex":[0.977715,0.01189628,0.001570504,0.001985704,0.005196508,0.001635931],"domain_scores_gemma":[0.8947762,0.07124794,0.003634896,0.003974572,0.01455511,0.01181138],"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":[0.0005383088,0.0005104081,0.003546063,0.003922477,0.0002102189,0.0007307083,0.001401887,0.001599453,0.0009128882,0.1934243,0.1640986,0.6291047],"study_design_scores_gemma":[0.0001993835,0.0007104565,0.004849968,0.01239172,0.0001425052,0.001063944,0.003766433,0.001569488,0.0006910288,0.3189815,0.6553962,0.0002373353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001918056,0.3657147,0.004273307,0.6117729,0.008481964,0.00003476931,0.0001577899,0.0001491869,0.007497231],"genre_scores_gemma":[0.07008974,0.6945019,0.01926303,0.1786582,0.03362313,0.0001419134,0.0002968725,0.0001875591,0.003237673],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.06594549,"threshold_uncertainty_score":0.3487573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03973791187928238,"score_gpt":0.3590813568650972,"score_spread":0.3193434449858148,"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."}}