{"id":"W3007657227","doi":"10.3390/geriatrics5010011","title":"A New Simple Screening Tool—4QT: Can It Identify Those with Swallowing Problems? A Pilot Study","year":2020,"lang":"en","type":"article","venue":"Geriatrics","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Dysphagia; Swallowing; Medicine; Physical therapy; Stroke (engine); Predictive value; Population; Health care; Speech-Language Pathology; Acute care; Family medicine; Pediatrics; Surgery; Internal medicine","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":[0.0007450116,0.0002796351,0.0003919906,0.0001265612,0.0006984681,0.0001022089,0.0003851568,0.00005959238,0.0006036282],"category_scores_gemma":[0.0001213256,0.0002380139,0.00005217843,0.0009276248,0.00001047523,0.0002761573,0.0005228544,0.000556651,0.0001887787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001119483,"about_ca_system_score_gemma":0.0004573351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001456343,"about_ca_topic_score_gemma":0.001333757,"domain_scores_codex":[0.9971815,0.0002814756,0.0006321371,0.0005468494,0.0006183762,0.0007397038],"domain_scores_gemma":[0.9987091,0.0001579569,0.0002987979,0.0003956039,0.0001116716,0.0003268847],"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":[0.0008133082,0.0008660453,0.6051335,0.001193769,0.000906875,0.0003197498,0.05375717,0.0009198934,0.0005084862,0.001577137,0.3221109,0.01189318],"study_design_scores_gemma":[0.02567302,0.01278084,0.3587084,0.0005343061,0.002112052,0.00000265499,0.09978351,0.002272718,0.00002376705,0.0009808867,0.4945855,0.002542327],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7737547,0.0002239889,0.181277,0.02036438,0.001163319,0.01041576,0.00003133341,0.00102979,0.01173977],"genre_scores_gemma":[0.9800436,0.00003288364,0.01000061,0.004018306,0.0007307836,0.0002501943,0.00004042018,0.00007813863,0.004805035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2464251,"threshold_uncertainty_score":0.9705923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1389242781865852,"score_gpt":0.4048477568573585,"score_spread":0.2659234786707733,"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."}}