{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004609839,0.0000953451,0.0002683505,0.0001693797,0.0001633561,0.000003357066,0.0001662183,0.00009319348,0.00004795081],"category_scores_gemma":[0.0002462233,0.00005870393,0.00004315132,0.0002928872,0.0001580284,0.0001885008,0.0001311376,0.0002755438,0.000001248079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007677086,"about_ca_system_score_gemma":0.00006196154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000214154,"about_ca_topic_score_gemma":0.0006503116,"domain_scores_codex":[0.9971914,0.001390066,0.0008550218,0.0001018918,0.0002915641,0.0001701034],"domain_scores_gemma":[0.9979743,0.0004896075,0.0009411003,0.0002190334,0.0003471387,0.0000287747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003383642,0.0001013812,0.9803984,0.0002488363,0.0001051779,0.000002053725,0.002573386,0.0001366162,0.001279942,0.002705242,0.00009763485,0.01201301],"study_design_scores_gemma":[0.001398607,0.0006556159,0.9866108,0.0002105367,0.0001610214,0.00001448287,0.00327192,0.0007015045,0.00009231924,0.00582004,0.001013842,0.00004925576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944342,0.001013319,0.0001982683,0.001646108,0.0002588397,0.001204239,7.252315e-7,0.000004104309,0.001240143],"genre_scores_gemma":[0.9987783,0.0007272487,0.0002504303,0.0001063215,0.00002716662,0.00003612807,8.60842e-7,0.000007475239,0.00006604079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01196375,"threshold_uncertainty_score":0.2393877,"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."}}