{"id":"W4412196744","doi":"10.1016/j.gerinurse.2025.103506","title":"Caregiver challenges with oral medication administration when working with older adults with swallowing difficulties: A scoping review","year":2025,"lang":"en","type":"review","venue":"Geriatric Nursing","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Canada Foundation for Innovation; McMaster University","keywords":"CINAHL; Swallowing; Medicine; MEDLINE; Health care; Nursing; Dentistry","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007654252,0.0007538637,0.002093695,0.0004104327,0.0007435433,0.00005869095,0.0003836059,0.0003456986,0.0001111689],"category_scores_gemma":[0.00004442846,0.0004795823,0.0001560333,0.0008161728,0.00007993259,0.0002829371,0.00008002079,0.0008719857,0.00002100748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007752473,"about_ca_system_score_gemma":0.002866489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003021742,"about_ca_topic_score_gemma":0.0003218976,"domain_scores_codex":[0.9955276,0.00075361,0.001098705,0.001027866,0.0007946638,0.0007975032],"domain_scores_gemma":[0.996955,0.0004750797,0.001481051,0.0007079184,0.0002139494,0.0001669979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006947705,0.00007303233,0.00001133502,0.3100654,0.0002353792,0.00002499572,0.002940323,4.372126e-7,3.422304e-9,0.0001398106,0.001275596,0.6851642],"study_design_scores_gemma":[0.001197011,0.0002206452,0.00005780422,0.9032758,0.00426921,0.0000105177,0.004103573,0.000002149221,2.531644e-8,0.000004277526,0.08629736,0.0005615561],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007313863,0.9787034,0.002214683,0.001051124,0.0006902407,0.009847464,0.000004365007,0.0002410768,0.007240308],"genre_scores_gemma":[0.0001161875,0.9917719,0.003662076,0.0001692326,0.0004045043,0.002173357,0.0003667423,0.0001030078,0.001232931],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6846026,"threshold_uncertainty_score":0.9997656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0689671278225257,"score_gpt":0.4202406520687593,"score_spread":0.3512735242462336,"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."}}