{"id":"W4392814699","doi":"10.3389/fninf.2024.1281656","title":"A scoping review of mathematical models covering Alzheimer's disease progression","year":2024,"lang":"en","type":"review","venue":"Frontiers in Neuroinformatics","topic":"Alzheimer's disease research and treatments","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec; Institut Universitaire en Santé Mentale de Québec","funders":"","keywords":"Ordinary differential equation; Computer science; Disease; Factorial; Parametric statistics; Mathematical model; Differential equation; Medicine; Mathematics; Pathology; Statistics","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":[0.01169088,0.002606437,0.004346125,0.02006411,0.0009640799,0.004195748,0.003128317,0.003064528,0.008214198],"category_scores_gemma":[0.06550745,0.001351367,0.007349875,0.01785,0.001175724,0.004442825,0.002425924,0.002359477,0.00146035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005985803,"about_ca_system_score_gemma":0.01589618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008728382,"about_ca_topic_score_gemma":0.01226416,"domain_scores_codex":[0.9913446,0.002746094,0.003433289,0.0006891558,0.001588283,0.0001985912],"domain_scores_gemma":[0.9453737,0.04457344,0.004855139,0.0008498011,0.004112051,0.0002358832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001433784,0.00005226929,0.00059584,0.7713293,0.002631045,0.0003828656,0.0006960366,0.002189758,0.0004192978,0.0116209,0.02078405,0.1891551],"study_design_scores_gemma":[0.00003640842,0.0001019693,0.001131571,0.8111197,0.00645517,0.000467175,0.0003740135,0.0007335196,0.000329162,0.006482685,0.1727084,0.00006019433],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003832464,0.9948699,0.001412839,0.001121881,0.000330644,0.0001598707,0.0004788468,0.00002354104,0.001219157],"genre_scores_gemma":[0.003241771,0.9934328,0.001568119,0.0005280453,0.0001948834,0.0003029574,0.0004548624,0.0000131926,0.0002634834],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02006411,"threshold_uncertainty_score":0.06182796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08335831804313676,"score_gpt":0.4067180985022723,"score_spread":0.3233597804591355,"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."}}