{"id":"W4405964631","doi":"10.1093/geroni/igae098.3084","title":"THE CONTINUOUS LEARNING NEEDS OF PERSONAL SUPPORT WORKERS WHO CARE FOR PEOPLE LIVING WITH DEMENTIA IN LONG-TERM CARE","year":2024,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Dementia; Personal care; Term (time); Long-term care; Assisted living; Medicine; Gerontology; Psychology; Nursing; Family medicine; 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":[0.0004868399,0.00007790614,0.0001007691,0.0005391305,0.0001521018,0.0002484994,0.0002158579,0.00002742129,0.00002023705],"category_scores_gemma":[0.00009428232,0.00006647444,0.0000361847,0.002014726,0.00002551282,0.0002529458,0.00005052014,0.0002281603,0.000001960423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009133195,"about_ca_system_score_gemma":0.0001792402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006333504,"about_ca_topic_score_gemma":0.0004257388,"domain_scores_codex":[0.9991435,0.00005474481,0.0003307538,0.0001551916,0.0001399974,0.0001757643],"domain_scores_gemma":[0.999278,0.0002187492,0.0001117445,0.0001115322,0.0002680382,0.00001191149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001816656,0.000008868408,0.850815,0.0002302914,0.00001427475,0.00000116104,0.1291369,0.0004595972,0.00002687111,0.004898009,0.0000788537,0.01432841],"study_design_scores_gemma":[0.0002423972,0.00009556559,0.8526168,0.002430191,0.000009715087,0.000007440721,0.1360627,0.006408297,0.00007060679,0.0000231982,0.001881699,0.0001513977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8714946,0.0008378429,0.1255806,0.000915458,0.0003931574,0.0002032563,8.368149e-7,0.00006714842,0.0005071261],"genre_scores_gemma":[0.9981775,0.000004455289,0.001028148,0.00004047281,0.0000346261,0.00006263472,0.00001738244,0.00001047283,0.0006242828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1266829,"threshold_uncertainty_score":0.2710749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266123432574769,"score_gpt":0.2931536820187494,"score_spread":0.2804924476930017,"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."}}