{"id":"W4413100938","doi":"10.1016/j.brainres.2025.149880","title":"From particulates to pathways: environmental exposures and their impact on Alzheimer’s disease","year":2025,"lang":"en","type":"review","venue":"Brain Research","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Sichuan Province Science and Technology Support Program; National Natural Science Foundation of China","keywords":"Disease; Dementia; Environmental health; Medicine; 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":[0.000763901,0.001121175,0.001903028,0.002200894,0.0002095138,0.00149652,0.0007826668,0.001358695,0.005260418],"category_scores_gemma":[0.00133416,0.0002719844,0.000829752,0.003116513,0.0004622152,0.00121876,0.0009370499,0.001585032,0.001278235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006749539,"about_ca_system_score_gemma":0.001913117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004218027,"about_ca_topic_score_gemma":0.007747802,"domain_scores_codex":[0.9997594,0.0000468098,0.00004245934,0.00005090012,0.00007856672,0.00002198296],"domain_scores_gemma":[0.9994745,0.0002798183,0.00008525403,0.00001164614,0.0001176723,0.00003106324],"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":[0.0001268435,0.00006971794,0.0003764688,0.03913053,0.000422076,0.00009558767,0.00006820328,0.0003719026,0.0007232617,0.00260091,0.02690665,0.9291078],"study_design_scores_gemma":[0.0000536933,0.0001702059,0.002742732,0.02405884,0.001048804,0.0005870173,0.0001712355,0.0001339789,0.0003610073,0.005050865,0.9655831,0.00003838209],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004071886,0.9994487,0.00003131401,0.0001670795,0.0001144304,0.000001455864,0.00001608374,0.000002040229,0.000178249],"genre_scores_gemma":[0.0003029973,0.9992126,0.00005362475,0.0001170541,0.0001451499,0.000001992581,0.00001419817,4.430326e-7,0.0001518631],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005260418,"threshold_uncertainty_score":0.01759779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2484653624712246,"score_gpt":0.4665210392311642,"score_spread":0.2180556767599396,"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."}}