{"id":"W4412002943","doi":"10.3928/00989134-20250627-01","title":"Challenging Behaviors in Nursing Homes: Impact of Staff Training on Laypeople's Perceptions of Staff Competence","year":2025,"lang":"en","type":"article","venue":"Journal of Gerontological Nursing","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"","keywords":"Competence (human resources); Attractiveness; Nursing; Vignette; Feeling; Perception; Psychology; Nursing staff; Medicine; Social psychology","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":[0.0009363659,0.0002453027,0.001150485,0.0008029805,0.0002778191,0.00001040565,0.0003023829,0.0004104278,0.0001858032],"category_scores_gemma":[0.0003313913,0.0001887243,0.0004317842,0.0006173976,0.0002828926,0.0001800218,0.00002155549,0.001391062,0.000001829015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001160655,"about_ca_system_score_gemma":0.0005502506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001176968,"about_ca_topic_score_gemma":0.00004518247,"domain_scores_codex":[0.9966038,0.0005631133,0.001548726,0.000232754,0.0004248435,0.0006267282],"domain_scores_gemma":[0.9973704,0.0009028866,0.000978175,0.0002352402,0.000357598,0.000155752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004777291,0.009318487,0.09231551,0.0006755209,0.0002689615,0.0001649749,0.3215732,0.004439184,0.03703136,0.006124628,0.005021309,0.5182896],"study_design_scores_gemma":[0.001906937,0.002622089,0.7476938,0.01364075,0.0001627976,0.00003534645,0.2317278,0.0001913929,0.00006630946,0.001724579,0.00001969729,0.0002085017],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897926,0.0009268064,0.001873188,0.001222691,0.001178697,0.0002780759,0.00001329197,0.00002199586,0.004692693],"genre_scores_gemma":[0.9979412,0.0002068107,0.00164725,0.00001389326,0.0001246018,0.000003514556,0.000003034625,0.00001546111,0.0000442506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6553783,"threshold_uncertainty_score":0.7695952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06228643681212249,"score_gpt":0.4596087484272874,"score_spread":0.397322311615165,"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."}}