{"id":"W4384911917","doi":"10.2196/46252","title":"Validation of a Geriatric Bedside Swallowing Screen (GEBS): Protocol of a Prospective Cohort Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dysphagia; Swallowing; Gold standard (test); Cohort; Population; Aspiration pneumonia; Prospective cohort study; Physical therapy; Emergency department; Geriatrics; Sarcopenia; Oropharyngeal dysphagia; Emergency medicine; Intensive care medicine; Pneumonia; Surgery; Internal medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04219028,0.003079321,0.00317254,0.002040873,0.003381684,0.00165242,0.002576451,0.003180416,0.009828603],"category_scores_gemma":[0.02249269,0.001796723,0.002552802,0.001870565,0.002267814,0.001504476,0.002422472,0.00225754,0.004460325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003737992,"about_ca_system_score_gemma":0.01995367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004730854,"about_ca_topic_score_gemma":0.005298403,"domain_scores_codex":[0.9834691,0.009430198,0.00243896,0.001604694,0.002027911,0.001029212],"domain_scores_gemma":[0.9852781,0.001774196,0.001858677,0.002938806,0.006302865,0.001847411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.2176588,0.1092991,0.3841243,0.02236923,0.002960008,0.003215929,0.007645275,0.01238778,0.01795347,0.008576068,0.04531992,0.1684902],"study_design_scores_gemma":[0.1085322,0.1532748,0.6137905,0.00570601,0.001766848,0.001536203,0.003911817,0.006462487,0.006578789,0.003568478,0.09421273,0.0006591626],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.02790003,0.0002278908,0.005996696,0.0001417331,0.000105627,0.9625297,0.002218839,0.00005953505,0.0008199173],"genre_scores_gemma":[0.01780915,0.00009304616,0.005331861,0.0001792994,0.00003752749,0.9748163,0.001442445,0.000006593064,0.0002837103],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04219028,"threshold_uncertainty_score":0.2231261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2801410004425819,"score_gpt":0.6338965754636028,"score_spread":0.3537555750210208,"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."}}