{"id":"W6959716014","doi":"10.1002/alz.095596","title":"Predictive and monitoring value of blood‐based biomarkers for apathy treatment in Alzheimer’s disease","year":2025,"lang":"en","type":"article","venue":"PubMed Central","topic":"Soybean genetics and cultivation","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Sunnybrook Hospital; University of Toronto","funders":"","keywords":"Apathy; Biomarker; Disease; Dementia; Percentile; Frontotemporal dementia; Predictive value; Clinical trial","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":[0.006122424,0.000853854,0.00113483,0.0008868936,0.0002993773,0.000952282,0.0005970161,0.0006731944,0.0009082235],"category_scores_gemma":[0.01106745,0.0003052011,0.0007876531,0.0009961297,0.0002583323,0.0005477554,0.0004418073,0.001151663,0.0001947762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003756824,"about_ca_system_score_gemma":0.0004766206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009175229,"about_ca_topic_score_gemma":0.001499381,"domain_scores_codex":[0.9975429,0.001377422,0.0002086976,0.000320156,0.0004607223,0.00009017351],"domain_scores_gemma":[0.9914839,0.003980719,0.002555554,0.0006147538,0.001026988,0.0003380724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005235189,0.0003725997,0.9705906,0.00009088414,0.0007708446,0.00003127514,0.0000687612,0.0008048446,0.0009232364,0.00004345806,0.0003213037,0.02074706],"study_design_scores_gemma":[0.0002619055,0.002788889,0.9829028,0.00006394014,0.001074142,0.0002073374,0.00008334024,0.009492298,0.001670307,0.0004847391,0.0009408607,0.0000295443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990594,0.00469192,0.002005282,0.0001956748,0.00006933917,0.0001082139,0.001066082,0.00004703869,0.001222485],"genre_scores_gemma":[0.9972058,0.0004160059,0.001650836,0.00004304799,0.00003481521,0.00006806223,0.0004217627,0.00000439853,0.0001551941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006122424,"threshold_uncertainty_score":0.03237885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02326689725468655,"score_gpt":0.2305967777942052,"score_spread":0.2073298805395187,"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."}}