{"id":"W2016845523","doi":"10.2310/7070.2001.20174","title":"Detection, Evaluation, and Management of Aspiration in Rehabilitation Hospitals: Role of the Otolaryngologist—Head and Neck Surgeon","year":2001,"lang":"en","type":"article","venue":"The Journal of Otolaryngology","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dysphagia; Otorhinolaryngology; Rehabilitation; Swallowing; Aspiration pneumonia; Acute care; Speech-Language Pathology; Physical therapy; Pneumonia; Health care; Surgery","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":[0.001213878,0.0002923651,0.0002292322,0.001172718,0.000681287,0.0008488614,0.000452116,0.0006498973,0.002006289],"category_scores_gemma":[0.00877348,0.0002897114,0.0001940717,0.0006594757,0.0005321139,0.0007278142,0.0005811949,0.0004189456,0.0003480767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009471948,"about_ca_system_score_gemma":0.002024971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009308443,"about_ca_topic_score_gemma":0.01906173,"domain_scores_codex":[0.9986324,0.000646729,0.0002029612,0.00008192712,0.0002322447,0.0002037419],"domain_scores_gemma":[0.9959983,0.00105288,0.001538554,0.00005635762,0.0006456342,0.0007083456],"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":[0.0000776916,0.00006322749,0.9453721,0.0003072203,0.00003905458,0.004373511,0.0005670839,0.0001584845,0.0006021544,0.0000375087,0.002146532,0.04625545],"study_design_scores_gemma":[0.00001319449,0.0002321183,0.972331,0.0008359033,0.00005456831,0.01956767,0.003826373,0.0003210738,0.0002391196,0.00004062953,0.002520702,0.00001759404],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9547519,0.03505054,0.0006575466,0.00378645,0.0001776125,0.0001039044,0.0001338514,0.0000454517,0.005292716],"genre_scores_gemma":[0.99005,0.00844089,0.0005387758,0.0004410756,0.000214692,0.00002307591,0.00004728173,0.000004130061,0.0002401064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009308443,"threshold_uncertainty_score":0.01850855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02419747907379186,"score_gpt":0.3569735242472786,"score_spread":0.3327760451734867,"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."}}