{"id":"W4409016179","doi":"10.1192/bjo.2025.7","title":"Behavioural and psychological symptoms among out-patients with different cognitive states: cross-sectional study","year":2025,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Apathy; Dementia; Psychomotor learning; Cognition; Euphoriant; Confounding; Context (archaeology); Depression (economics); Cross-sectional study; Psychology; Logistic regression; Mood; Population; Medicine; Psychiatry; Clinical psychology; Internal medicine; Pathology","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":[0.0009776698,0.0003694893,0.000489247,0.001091482,0.00068917,0.0007737534,0.000315271,0.0006008006,0.001510674],"category_scores_gemma":[0.001886627,0.0004793413,0.0004699924,0.001242541,0.0003970002,0.0006480709,0.000584037,0.0007063998,0.000390549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003130155,"about_ca_system_score_gemma":0.0003238154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003948673,"about_ca_topic_score_gemma":0.005704303,"domain_scores_codex":[0.9993681,0.0001826236,0.0001032176,0.0001147351,0.0001382522,0.00009310569],"domain_scores_gemma":[0.9983373,0.0002596483,0.0007020421,0.0001005294,0.0002186718,0.0003818661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004756436,0.00009868846,0.9992914,0.000008211158,0.00002389687,0.00004493432,0.000136203,0.000004346149,0.00006144577,0.000003507482,0.00002310487,0.0002566738],"study_design_scores_gemma":[0.000007049282,0.0002186114,0.9989567,0.000004618436,0.00001819021,0.0002819693,0.0003962528,0.00002251315,0.00002042045,0.000004866967,0.00006623808,0.000002723939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999435,0.0001065615,0.00002997635,0.00001183722,0.000003887081,0.00002089075,0.0001609789,9.434012e-7,0.0002298688],"genre_scores_gemma":[0.9992658,0.0001094877,0.00007244985,0.0000668451,0.00001364137,0.00003036442,0.0003285515,0.000001026544,0.0001117723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003948673,"threshold_uncertainty_score":0.007851362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05800209357743958,"score_gpt":0.4276849474162253,"score_spread":0.3696828538387857,"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."}}