{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","bibliometrics","research_integrity","insufficient_payload"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.01739926,0.0007905486,0.00513465,0.03103921,0.0003853565,0.0003717185,0.0009314408,0.0003118943,0.0005248373],"category_scores_gemma":[0.006172035,0.0005575967,0.002557648,0.12152,0.000463437,0.0002036505,0.0008168503,0.00304374,0.004346776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006745023,"about_ca_system_score_gemma":0.001109396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002744688,"about_ca_topic_score_gemma":0.0001187593,"domain_scores_codex":[0.9857088,0.004544435,0.002166529,0.001968092,0.003380426,0.002231723],"domain_scores_gemma":[0.9943132,0.002704457,0.0005169444,0.001059913,0.0006704773,0.0007349909],"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":[0.00004605687,0.0006504271,0.007467511,0.05637494,0.001317094,0.001680924,0.00006691997,5.544983e-8,1.419939e-7,0.00001598698,0.002836479,0.9295434],"study_design_scores_gemma":[0.001021466,0.0007876927,0.03393397,0.05961511,0.006308262,0.00002817208,0.0000689289,0.00002290236,2.807539e-7,0.00004487314,0.8976499,0.000518412],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000380347,0.9848474,0.00001965632,0.00008227341,0.00016109,0.009978767,0.00006459552,0.00009818273,0.004367676],"genre_scores_gemma":[0.0002484604,0.9865332,0.00007174883,0.00005797561,0.0003131539,0.003243965,0.0005014009,0.0001320615,0.008898091],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9290251,"threshold_uncertainty_score":0.9996876,"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."}}