{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03709014,0.000657865,0.000564072,0.001848605,0.003064018,0.002097499,0.001725375,0.001150558,0.001136691],"category_scores_gemma":[0.05550273,0.0004533395,0.000991257,0.001189552,0.001454404,0.001848903,0.00676069,0.001658877,0.0002568818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002967818,"about_ca_system_score_gemma":0.03043263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006221357,"about_ca_topic_score_gemma":0.005238295,"domain_scores_codex":[0.971826,0.0166197,0.001851368,0.001947165,0.004736798,0.003018891],"domain_scores_gemma":[0.9543034,0.01039836,0.005506259,0.004448223,0.007329859,0.01801373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001382912,0.02490458,0.0842132,0.001033996,0.0003134231,0.0008685178,0.02467087,0.002094989,0.002393782,0.0009364227,0.00933482,0.8478525],"study_design_scores_gemma":[0.01602855,0.1269343,0.6275015,0.002724368,0.001962573,0.004518098,0.07784446,0.02276394,0.01235907,0.004875751,0.1019741,0.0005132814],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970152,0.0009253788,0.01185248,0.006757016,0.0001752399,0.005677614,0.0001325283,0.0005041462,0.003823616],"genre_scores_gemma":[0.9342986,0.0008512755,0.0592377,0.001119826,0.000131095,0.002461862,0.0003774417,0.00003743166,0.001484863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03709014,"threshold_uncertainty_score":0.1961538,"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."}}