{"id":"W4388837278","doi":"10.1016/j.arr.2023.102129","title":"Neuropsychiatric disturbances in mild cognitive impairment: A scientometric analysis","year":2023,"lang":"en","type":"review","venue":"Ageing Research Reviews","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Chulalongkorn University","keywords":"Dementia; Delirium; Cognition; Psychology; Citation; Cognitive impairment; Web of science; Clinical psychology; Medicine; Psychiatry; Disease; Meta-analysis; Computer science; Library science; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.003931271,0.001553203,0.006511953,0.02158197,0.0003513555,0.002136929,0.001022512,0.0005797835,0.003243773],"category_scores_gemma":[0.007312096,0.0005728359,0.005720353,0.02044892,0.0005557659,0.001667398,0.001750673,0.0008054233,0.0003944075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001108566,"about_ca_system_score_gemma":0.002511047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004276155,"about_ca_topic_score_gemma":0.01236259,"domain_scores_codex":[0.9971227,0.0005224922,0.001179255,0.0002902618,0.0008068375,0.00007838814],"domain_scores_gemma":[0.9949438,0.002560139,0.001499598,0.0001110509,0.0007622872,0.0001231949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006132085,0.000123803,0.01359964,0.2020808,0.01644702,0.0002641557,0.0003156857,0.0005401575,0.0004292887,0.0005597087,0.006781916,0.7582446],"study_design_scores_gemma":[0.0009089664,0.001333692,0.4363476,0.2547096,0.1443935,0.006678747,0.002291866,0.002019862,0.0006387486,0.003474791,0.146702,0.0005005715],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003343644,0.995124,0.0002808757,0.0001085712,0.00007000435,0.0001199026,0.0004668713,0.00001286526,0.0004731754],"genre_scores_gemma":[0.01528155,0.9825971,0.001074187,0.0001180908,0.0000994168,0.0001058976,0.0005267885,0.000003911996,0.0001930103],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9784181,"threshold_uncertainty_score":0.02079082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3064288749104257,"score_gpt":0.5371566520940467,"score_spread":0.230727777183621,"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."}}