{"id":"W1994309046","doi":"10.12927/hcq.2008.19660","title":"Safe Medication Swallowing in Dysphagia: A Collaborative Improvement Project","year":2008,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Audit; Dysphagia; Best practice; Pharmacy; Patient safety; Nursing; Intervention (counseling); Swallowing; MEDLINE; Choking; Family medicine; Medical emergency; Health care; Surgery","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":[0.001029965,0.0002523393,0.0004131882,0.0003456257,0.0007497553,0.00001007099,0.0002244178,0.000216535,0.0001730803],"category_scores_gemma":[0.00004138897,0.0002354371,0.00005283096,0.0007681333,0.0000575781,0.0003268972,0.00004458001,0.000701119,0.000259982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008160367,"about_ca_system_score_gemma":0.002050833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004026528,"about_ca_topic_score_gemma":0.00494859,"domain_scores_codex":[0.9963279,0.0006773167,0.001024009,0.0005237947,0.0005672214,0.0008797836],"domain_scores_gemma":[0.9985721,0.0002026076,0.0003481946,0.0004335019,0.0002582447,0.0001853961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000745116,0.001247104,0.2737922,0.003342847,0.0003717652,0.0006225355,0.2855859,0.000004929614,0.001079023,0.0400019,0.1540159,0.2391908],"study_design_scores_gemma":[0.01172251,0.006245036,0.4663927,0.001283653,0.00008271929,0.000009142499,0.1839589,0.0007509306,0.00006856291,0.002186542,0.3259807,0.001318575],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.872081,0.001239374,0.002240439,0.05250579,0.004494217,0.01412125,0.00008764854,0.0006136186,0.05261663],"genre_scores_gemma":[0.9891867,0.0002753886,0.001427133,0.00360922,0.000278864,0.001917703,0.0001040113,0.00003874861,0.003162219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2378722,"threshold_uncertainty_score":0.9600846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04319463550074833,"score_gpt":0.409896062946741,"score_spread":0.3667014274459927,"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."}}