{"id":"W4318915669","doi":"10.1017/s1478951522001821","title":"Language and pain predict persistent depression among seriously ill home care clients","year":2023,"lang":"en","type":"article","venue":"Palliative & Supportive Care","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Medicine; Cohort; Depression (economics); Psychological intervention; Palliative care; Logistic regression; Cohort study; Quality of life (healthcare); Population; Retrospective cohort study; Psychiatry; Internal medicine; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043921,0.0001900884,0.0002572761,0.0004819046,0.0003987536,0.0007822072,0.0002830224,0.0003969464,0.001780174],"category_scores_gemma":[0.002814498,0.0002499636,0.0003883987,0.0003719915,0.0002222648,0.0003445698,0.0004369492,0.0005993901,0.0002291984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002083711,"about_ca_system_score_gemma":0.0002857263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006846478,"about_ca_topic_score_gemma":0.009649638,"domain_scores_codex":[0.9997712,0.00005339725,0.00003090236,0.00003043766,0.00005348582,0.00006057218],"domain_scores_gemma":[0.9987721,0.0001937343,0.0006461776,0.00003958823,0.00012558,0.000222818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002034442,0.00002621561,0.9994345,0.000002143644,0.000007380539,0.00002886287,0.00003552206,0.000005907805,0.00003364636,0.000001741389,0.00002532647,0.0003783347],"study_design_scores_gemma":[0.00000322107,0.00005052782,0.9994708,0.000004631772,0.000007504083,0.00010209,0.0002359223,0.00007785874,0.00001386582,0.000007221466,0.00002536,0.000001120164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996854,0.00006423669,0.00001372894,0.00003787577,0.000002378289,0.000004537341,0.00006672142,7.673577e-7,0.0001244424],"genre_scores_gemma":[0.9997227,0.00004336502,0.00002885278,0.00001781144,0.000005208874,0.000003905309,0.00008715154,4.31447e-7,0.00009057323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006846478,"threshold_uncertainty_score":0.01361328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01472339689626469,"score_gpt":0.3113219301893751,"score_spread":0.2965985332931104,"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."}}