{"id":"W4283658582","doi":"10.1701/3827.38109","title":"Nurse’s bedside screening of dysphagia: an umbrella review","year":2022,"lang":"en","type":"review","venue":"Recenti Progressi in Medicina","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dysphagia; CINAHL; Medicine; Cochrane Library; Swallowing; Systematic review; MEDLINE; Randomized controlled trial; Physical therapy; Nursing; Psychological intervention; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006384589,0.0007720646,0.004171621,0.000675959,0.0004094343,0.00001166138,0.001337969,0.0005012954,0.01076524],"category_scores_gemma":[0.000464392,0.0006249485,0.0004521823,0.001692196,0.0001737072,0.0002152072,0.0006187122,0.003120787,0.0001250048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005562627,"about_ca_system_score_gemma":0.001113818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001058398,"about_ca_topic_score_gemma":0.00005308831,"domain_scores_codex":[0.9891953,0.003844412,0.003281056,0.001029234,0.001448882,0.001201104],"domain_scores_gemma":[0.9945557,0.0007931389,0.002818085,0.001384726,0.0001273024,0.0003210072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009358624,0.0002434336,0.0003325895,0.2005921,0.0002224098,0.0001032094,0.0001851606,9.104897e-8,1.859417e-8,0.0004543624,0.02623038,0.7716269],"study_design_scores_gemma":[0.000580142,0.0001680967,0.00003390085,0.2495167,0.001646181,0.000006244869,0.0005530895,0.000006280216,3.924944e-8,0.0000329088,0.747098,0.0003584341],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001377233,0.9563944,0.00003758508,0.0003495303,0.002397959,0.007711253,0.00003983535,0.0001422665,0.03292575],"genre_scores_gemma":[0.000001430693,0.9897639,0.001331253,0.0006084273,0.000359242,0.003019153,0.001214147,0.0001724559,0.003530008],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7712684,"threshold_uncertainty_score":0.9996202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.20326030388297,"score_gpt":0.5441047831006532,"score_spread":0.3408444792176833,"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."}}