{"id":"W7117165336","doi":"10.1002/alz70855_100417","title":"An International Antibody Characterization Platform Enabling Alzheimer's Disease Research","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":"University of Toronto; Montreal Neurological Institute and Hospital","funders":"","keywords":"Disease; Characterization (materials science); Antibody; MEDLINE; Antibody therapy; Human disease","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":[0.01191397,0.001907319,0.001011139,0.005178342,0.001366733,0.003082534,0.002373166,0.001573436,0.01781332],"category_scores_gemma":[0.006231717,0.0009575115,0.001373987,0.002269886,0.0005345714,0.002756718,0.004319228,0.002500136,0.02105279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001313117,"about_ca_system_score_gemma":0.004548773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001444629,"about_ca_topic_score_gemma":0.001810808,"domain_scores_codex":[0.9959323,0.0004991771,0.0004406323,0.0006796772,0.001972,0.0004763385],"domain_scores_gemma":[0.9935194,0.0006302707,0.0007942452,0.001053858,0.003091835,0.0009105154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001501854,0.000847764,0.006337493,0.001196355,0.0002359123,0.0004687234,0.0005193954,0.0009983691,0.6216341,0.01180409,0.1313803,0.2230756],"study_design_scores_gemma":[0.0005208452,0.0009292063,0.007460898,0.000336163,0.0002719643,0.001083029,0.0001585918,0.00643074,0.3429659,0.005108347,0.6345927,0.0001416643],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1079262,0.01250766,0.6210234,0.006097968,0.002224937,0.00523626,0.05998456,0.08139306,0.1036059],"genre_scores_gemma":[0.1049369,0.006650819,0.6298083,0.003119277,0.0006075854,0.005305035,0.1910652,0.007715615,0.05079116],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01781332,"threshold_uncertainty_score":0.06300783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06543924297635942,"score_gpt":0.4069934487434856,"score_spread":0.3415542057671263,"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."}}