{"id":"W4319454674","doi":"10.1186/s12877-023-03801-9","title":"Well-being of professional older adults’ caregivers in Alberta’s assisted living and long-term care facilities: a cross-sectional study","year":2023,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Covenant Health; University of Lethbridge","funders":"Alberta Health Services","keywords":"Medicine; Cross-sectional study; Long-term care; Gerontology; Rehabilitation; Assisted Living Facility; Nursing; Family medicine; Assisted living; Physical therapy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007030019,0.0002603412,0.0004539662,0.0006298284,0.0005890147,0.00003067261,0.0002030203,0.0003400714,0.0003292791],"category_scores_gemma":[0.0006308354,0.0002510637,0.0001222106,0.001101703,0.00007638511,0.000166584,0.0003038676,0.0004983839,0.00006506692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003001526,"about_ca_system_score_gemma":0.0007205025,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01169727,"about_ca_topic_score_gemma":0.02992913,"domain_scores_codex":[0.9968562,0.0005216347,0.000895554,0.0005710006,0.0005356207,0.0006200203],"domain_scores_gemma":[0.9964895,0.002350661,0.0003202519,0.0003304366,0.0003723772,0.0001367202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000166024,0.0001485755,0.8452911,0.001964011,0.00001812779,0.00001192809,0.1516425,0.00001709542,0.000005507972,0.0000189521,0.000461997,0.0002541407],"study_design_scores_gemma":[0.001921716,0.0001030953,0.8367632,0.0004444526,0.00002484095,0.000002398384,0.1604476,0.00002622211,0.00000152452,0.00001266499,0.00005005833,0.000202232],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940482,0.0002632887,0.00001385944,0.00002968613,0.002950164,0.001498696,0.00004324337,0.0001083563,0.001044557],"genre_scores_gemma":[0.9915711,0.00005280945,0.00005053651,0.000009050124,0.0002672102,0.0001790805,0.00009965408,0.00003702765,0.007733544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01823187,"threshold_uncertainty_score":0.9999942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02901698380071638,"score_gpt":0.3613847781334276,"score_spread":0.3323677943327112,"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."}}