{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01056105,0.0002099909,0.0005514065,0.00102411,0.0005504517,0.00003144913,0.000620492,0.0001484437,0.0006139008],"category_scores_gemma":[0.0005069114,0.0001786803,0.0001078263,0.003101718,0.0001179134,0.0003437735,0.0010557,0.0008426652,0.000336622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003056743,"about_ca_system_score_gemma":0.000740467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003245783,"about_ca_topic_score_gemma":0.00004143536,"domain_scores_codex":[0.9926875,0.002443302,0.001186272,0.0005847266,0.002156179,0.0009420487],"domain_scores_gemma":[0.9966923,0.0006470053,0.0005074307,0.0008405385,0.001166474,0.0001462263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009361237,0.001665465,0.9696666,0.002786923,0.0001870994,0.00001643677,0.002720297,0.00001032414,0.003052019,0.00133638,0.01687753,0.0007447985],"study_design_scores_gemma":[0.007320751,0.003352161,0.9581566,0.001771098,0.00001679791,1.125449e-7,0.005031212,0.00008629033,0.003284014,0.001454869,0.01931015,0.0002159242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.05538878,1.404345e-7,0.00004718809,0.0001140256,0.00001273615,0.9257492,0.00001200211,0.0001800176,0.01849588],"genre_scores_gemma":[0.05658162,1.787885e-7,0.0002080148,0.000007773961,0.0001169562,0.9365026,0.00001753877,0.00004975753,0.006515565],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.01198032,"threshold_uncertainty_score":0.728637,"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."}}