{"id":"W4298260046","doi":"10.17615/0gd3-w733","title":"Inter-modality relationship constrained multi-modality multi-task feature selection for Alzheimer's Disease and mild cognitive impairment identification","year":2020,"lang":"en","type":"article","venue":"UNC Libraries","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging; Specialized Research Fund for the Doctoral Program of Higher Education of China; University of California, San Diego; National Institute of Biomedical Imaging and Bioengineering; Canadian Institutes of Health Research; University of California, Los Angeles; Genentech; National Institutes of Health; Servier; Eli Lilly and Company; China Scholarship Council; Eisai; National Natural Science Foundation of China; Northern California Institute for Research and Education; Pfizer; Biogen; BioClinica; Alzheimer's Association; Amorfix Life Sciences; F. Hoffmann-La Roche; National Research Foundation; Medpace; AstraZeneca; Bristol-Myers Squibb; Novartis Pharmaceuticals Corporation; Synarc; Bayer HealthCare; Alzheimer's Disease Neuroimaging Initiative; Meso Scale Diagnostics; Foundation for the National Institutes of Health","keywords":"Modality (human–computer interaction); Identification (biology); Cognitive impairment; Disease; Task (project management); Cognition; Selection (genetic algorithm); Feature selection; Feature (linguistics); Alzheimer's disease; Psychology; Cognitive psychology; Computer science; Artificial intelligence; Medicine; Neuroscience; Biology; Internal medicine; Linguistics; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001788358,0.001209042,0.001661028,0.001189873,0.0005459849,0.0006545491,0.0009089918,0.001179596,0.001120327],"category_scores_gemma":[0.003013283,0.0002296214,0.001640209,0.0009843502,0.0003680449,0.0006832705,0.0007859224,0.000959831,0.0004489881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002934732,"about_ca_system_score_gemma":0.0008136717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002986897,"about_ca_topic_score_gemma":0.002755086,"domain_scores_codex":[0.9990463,0.0002524343,0.00006432143,0.0002527161,0.0002247361,0.0001595363],"domain_scores_gemma":[0.9993641,0.0002609065,0.00006843387,0.0000643851,0.0002006615,0.00004159045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001767016,0.0008305295,0.01169673,0.0003830342,0.0005556992,0.001010882,0.0002274503,0.08530091,0.07117272,0.001565863,0.0126649,0.8128242],"study_design_scores_gemma":[0.00008082393,0.0003070226,0.01664919,0.00004779052,0.0002219622,0.0008471807,0.0001221073,0.9548526,0.01960038,0.00403803,0.003163323,0.00006970723],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1340562,0.003892528,0.8575401,0.0004971965,0.0001799814,0.0002113274,0.0005672473,0.001382584,0.001672788],"genre_scores_gemma":[0.8690289,0.0008584391,0.1248731,0.000378743,0.0002648398,0.0003565358,0.001442212,0.0001043612,0.002693009],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002986897,"threshold_uncertainty_score":0.009457886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1068454384706793,"score_gpt":0.308267505693385,"score_spread":0.2014220672227057,"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."}}