{"id":"W2621653237","doi":"10.3233/jad-170050","title":"Neuropsychiatric Symptoms and Cognitive Impairment: Understanding the Importance of Co-Morbid Symptoms","year":2017,"lang":"en","type":"article","venue":"Journal of Alzheimer s Disease","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Cognitive impairment; Psychology; Cognition; Medicine; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005834239,0.0001708705,0.0003379454,0.0001878572,0.0003554164,0.0001122575,0.0002260091,0.00003410461,0.0001676581],"category_scores_gemma":[0.0002316439,0.0001081054,0.0002401767,0.0001024423,0.0004982896,0.0003073688,0.00009336745,0.0002932179,0.00000568916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000298303,"about_ca_system_score_gemma":0.000315698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003447065,"about_ca_topic_score_gemma":8.026809e-7,"domain_scores_codex":[0.9982209,0.00009753609,0.0004853375,0.0001813079,0.0007286842,0.0002862296],"domain_scores_gemma":[0.9979565,0.0001187203,0.0007829674,0.0003151352,0.0003247601,0.0005019321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001591412,0.000418353,0.9927341,0.00006400058,0.001264887,0.0003994784,0.0001373234,3.014056e-7,0.000109535,0.0002638508,0.0005353087,0.00248148],"study_design_scores_gemma":[0.003982587,0.001264834,0.9890458,0.0003065181,0.00342385,0.0001626691,0.000542942,0.00006229534,0.0002685508,0.0007767747,0.00005479813,0.0001083856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882938,0.006535886,0.0001685477,0.002108901,0.0001799623,0.0004791646,0.00002954335,0.000006710164,0.002197457],"genre_scores_gemma":[0.9988851,0.0003579439,0.00001581855,0.0004300066,0.0002195405,0.000005997009,0.000003807319,0.0000215901,0.00006022099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01059125,"threshold_uncertainty_score":0.4408411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03857198537851189,"score_gpt":0.3470605448265259,"score_spread":0.308488559448014,"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."}}