{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01023718,0.0007348225,0.001062861,0.001032985,0.0005369359,0.0006240553,0.0005743573,0.0007968385,0.003000926],"category_scores_gemma":[0.02443652,0.000432215,0.001481719,0.000798378,0.0005936247,0.002083894,0.0009034189,0.0009673692,0.0006846759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006718388,"about_ca_system_score_gemma":0.001503182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004822004,"about_ca_topic_score_gemma":0.004916421,"domain_scores_codex":[0.9968519,0.002061251,0.0002854605,0.0001964315,0.0004198524,0.0001852024],"domain_scores_gemma":[0.9853806,0.008446527,0.001356166,0.0007856291,0.002898049,0.001133111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03247445,0.04821424,0.7530045,0.00170122,0.0008657737,0.001099912,0.007705078,0.0006604007,0.002393279,0.0003942793,0.003892455,0.1475944],"study_design_scores_gemma":[0.006780449,0.1899141,0.7887111,0.0003746977,0.0006798867,0.0008998188,0.004645106,0.002868543,0.0007368163,0.0003430101,0.003947681,0.00009872087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964819,0.0002853385,0.0004432103,0.000183792,0.00003636609,0.001534387,0.0003799437,0.00001216584,0.0006430537],"genre_scores_gemma":[0.9916022,0.0005804285,0.002916997,0.000228477,0.00005529839,0.003196154,0.0007171355,0.000008659731,0.0006945563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01023718,"threshold_uncertainty_score":0.05414009,"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."}}