{"id":"W4410588771","doi":"10.1002/alz.70201","title":"Global multi‐specialty clinician perspectives on the implementation of Alzheimer's disease blood biomarkers","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia; Providence Health Care","funders":"Alzheimer's Association","keywords":"Medicine; Context (archaeology); Specialty; Disease; Family medicine; Test (biology); Asymptomatic; Dementia; Gerontology; 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":[0.03006035,0.0003352335,0.0004275868,0.001332548,0.004059446,0.005745467,0.0007218278,0.00289735,0.004316954],"category_scores_gemma":[0.04971278,0.0004656732,0.0005089976,0.001619826,0.003515383,0.003170955,0.005690635,0.003047987,0.0006269335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003956069,"about_ca_system_score_gemma":0.008023618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00581783,"about_ca_topic_score_gemma":0.008270605,"domain_scores_codex":[0.9692927,0.02197253,0.00197491,0.000967745,0.002819716,0.002972306],"domain_scores_gemma":[0.9143193,0.034224,0.01540156,0.001635986,0.01408944,0.02032974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000328747,0.0002600511,0.3915274,0.001687129,0.0001355585,0.002642215,0.4489184,0.0002945605,0.002630926,0.003071883,0.03654425,0.1119588],"study_design_scores_gemma":[0.00006954208,0.0006683872,0.1897954,0.002413474,0.00006829738,0.002494546,0.7369723,0.0002961324,0.0006136763,0.002164334,0.06430209,0.0001418025],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7684593,0.01076226,0.0009172651,0.2013326,0.0008225354,0.00006561405,0.0001801057,0.00004881503,0.01741154],"genre_scores_gemma":[0.9763825,0.003920997,0.0005977178,0.01829824,0.0002131052,0.0000334684,0.00005149601,0.00001275224,0.000489666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03006035,"threshold_uncertainty_score":0.1589763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03049648341525667,"score_gpt":0.3788096328191637,"score_spread":0.348313149403907,"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."}}