{"id":"W2295941378","doi":"10.1111/opn.12102","title":"Living with dementia in hospital wards: a comparative study of staff perceptions of practice and observed patient experience","year":2016,"lang":"en","type":"article","venue":"International Journal of Older People Nursing","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences","funders":"Università ta' Malta","keywords":"Dementia; Psychosocial; Nursing; Medicine; Workforce; Observational study; Perception; Psychology; Family medicine; Psychiatry; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002763877,0.00009277038,0.0002844116,0.0002339529,0.00007455732,0.000009412844,0.0001469588,0.00003692102,0.00007903171],"category_scores_gemma":[0.0001644468,0.00006263849,0.00003708476,0.0001439401,0.00006964344,0.0004770221,0.00003867994,0.0001639766,6.014338e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001826048,"about_ca_system_score_gemma":0.0001527446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003082596,"about_ca_topic_score_gemma":0.0003273649,"domain_scores_codex":[0.9982358,0.0002810299,0.0006963764,0.0001200154,0.0005231077,0.0001437007],"domain_scores_gemma":[0.9970589,0.0007021949,0.0009497104,0.00008514649,0.001149142,0.00005488068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002355249,0.001893462,0.3080117,0.00001269899,0.0001189333,0.000007426119,0.6851061,0.00001834261,0.0009217414,0.00001809254,0.0001627215,0.003493189],"study_design_scores_gemma":[0.001167051,0.001240178,0.5640405,0.001967582,0.00004937726,0.00001595067,0.4313806,0.000008531261,0.00005095438,0.00001498654,0.00001404394,0.00005016784],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960315,0.0001736315,0.001703291,0.0008729738,0.0008051734,0.0002627242,0.000006788143,0.000003751901,0.0001401209],"genre_scores_gemma":[0.9988086,0.00004891022,0.001038697,0.000007874629,0.00006913851,0.000008374926,5.465772e-7,0.000007616065,0.00001019319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2560288,"threshold_uncertainty_score":0.2554323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03681958348218663,"score_gpt":0.3998240552371643,"score_spread":0.3630044717549777,"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."}}