{"id":"W6940303376","doi":"10.6084/m9.figshare.c.6976093.v1","title":"Machine learning analyses identify multi-modal frailty factors that selectively discriminate four cohorts in the Alzheimer’s disease spectrum: a COMPASS-ND study","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Alberta","funders":"","keywords":"Dementia; Cognition; Cohort; Disease; Quality of life (healthcare); Cohort study; Cognitive decline","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":[0.007214609,0.0008153641,0.0006562862,0.001696679,0.0006518308,0.001055919,0.0008086524,0.0006558929,0.001533841],"category_scores_gemma":[0.01006701,0.0001882147,0.002154069,0.0007046745,0.0006078899,0.0005568773,0.001201661,0.0009328363,0.0002991206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003700524,"about_ca_system_score_gemma":0.0006063406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004722998,"about_ca_topic_score_gemma":0.005541788,"domain_scores_codex":[0.9987003,0.0006485716,0.000079938,0.0003437758,0.00009613715,0.0001312448],"domain_scores_gemma":[0.9945205,0.002526859,0.0006801941,0.001041083,0.0006363543,0.0005949059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001575564,0.0002157232,0.9821047,0.00002905666,0.0008957416,0.0001374163,0.00013262,0.002127742,0.0008051563,0.0001835812,0.0008734993,0.01091919],"study_design_scores_gemma":[0.0001737528,0.001084703,0.8919106,0.00005540131,0.0009337212,0.0005839858,0.0005440157,0.1000424,0.001103066,0.002111992,0.001410146,0.00004613273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996164,0.000206307,0.002674978,0.0001353841,0.00002137313,0.00002081363,0.0005099636,0.00003687462,0.0002303517],"genre_scores_gemma":[0.9975012,0.0000354386,0.001292385,0.00004473306,0.00001684343,0.00001592424,0.000904033,0.0000149856,0.0001744477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007214609,"threshold_uncertainty_score":0.03815496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1857907203008849,"score_gpt":0.3510142109998229,"score_spread":0.165223490698938,"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."}}