{"id":"W4205411638","doi":"10.1002/alz.050449","title":"Statistical data harmonization for neuropsychological test battery conversion","year":2021,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Parametric statistics; Computer science; Neuropsychology; Statistical inference; Statistics; Inference; Statistical hypothesis testing; Cognition; Artificial intelligence; Machine learning; Psychology; Mathematics; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.09865313,0.0009098835,0.001282297,0.002264434,0.0009847962,0.002089743,0.003308964,0.001282817,0.002620828],"category_scores_gemma":[0.2329337,0.0007689426,0.002373554,0.002710815,0.002880359,0.001987127,0.004077367,0.003383786,0.000847284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001359273,"about_ca_system_score_gemma":0.002571782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00221012,"about_ca_topic_score_gemma":0.002052248,"domain_scores_codex":[0.939081,0.04506312,0.003671004,0.006604006,0.005103289,0.0004775181],"domain_scores_gemma":[0.8278581,0.1070645,0.00807966,0.0436467,0.01272382,0.0006273661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007099626,0.0003735322,0.0515368,0.0004931246,0.001548381,0.0002474707,0.001317465,0.2779764,0.006481777,0.04476679,0.01267784,0.6018705],"study_design_scores_gemma":[0.0001520317,0.0003493422,0.01578772,0.0001394453,0.0001512081,0.0002473487,0.0002224335,0.9057892,0.01097886,0.05558466,0.01047979,0.0001179307],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01255654,0.00009443897,0.9851995,0.0002291666,0.0000326733,0.0002735555,0.0002804926,0.0009876955,0.0003460927],"genre_scores_gemma":[0.2322423,0.00006902574,0.7631192,0.0003242544,0.00005776487,0.001329709,0.001647847,0.0007003819,0.0005095322],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09865313,"threshold_uncertainty_score":0.5217339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06592542430476019,"score_gpt":0.3115122127439797,"score_spread":0.2455867884392195,"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."}}