{"id":"W3135751959","doi":"10.1186/s12877-021-02109-w","title":"Behavioural and psychological symptoms of dementia in patients with Alzheimer’s disease and family caregiver burden: a path analysis","year":2021,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":216,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Medicine; Apathy; Activities of daily living; Caregiver burden; Psychiatry; Irritability; Montreal Cognitive Assessment; Clinical Dementia Rating; Outpatient clinic; Depression (economics); Anxiety; Disease; Clinical psychology; Cognition","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":[0.003650604,0.001073202,0.0006843063,0.002496525,0.0008175877,0.001062938,0.0005479013,0.0004271468,0.003337814],"category_scores_gemma":[0.006396368,0.0004621835,0.003200453,0.002323371,0.0005183788,0.001014325,0.001460662,0.0009786717,0.0002339149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008196973,"about_ca_system_score_gemma":0.002395417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004236483,"about_ca_topic_score_gemma":0.004062213,"domain_scores_codex":[0.9983677,0.0009353557,0.0001390139,0.000208952,0.0001694629,0.0001794508],"domain_scores_gemma":[0.9972581,0.001336035,0.0006618322,0.0001286745,0.0003372065,0.0002781844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000140659,0.00006900073,0.9941624,0.00003642448,0.0003136861,0.0001087368,0.0002644251,0.0004585107,0.00004966918,0.000109676,0.0001949498,0.004091879],"study_design_scores_gemma":[0.0000645016,0.0003897794,0.9835396,0.00007601138,0.0003329023,0.0005419588,0.001561326,0.01189831,0.00006917267,0.0008398165,0.000658082,0.00002850767],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997637,0.0001952215,0.0009760883,0.0002439119,0.00001859961,0.0001315718,0.0004520404,0.00001135928,0.0003342565],"genre_scores_gemma":[0.9960675,0.0001850498,0.002620904,0.00002371411,0.00001017741,0.000176249,0.0007748149,0.000004009598,0.0001374514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004236483,"threshold_uncertainty_score":0.01930648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02961653554990812,"score_gpt":0.2979793121960881,"score_spread":0.26836277664618,"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."}}