{"id":"W4297324014","doi":"10.3233/nre-228024","title":"Which screening tool should be used for identifying aspiration risk associated with dysphagia in acute stroke? A Cochrane Review summary with commentary","year":2022,"lang":"en","type":"review","venue":"Neurorehabilitation","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dysphagia; Medicine; Stroke (engine); Swallowing; Aspiration pneumonia; Intensive care medicine; Rehabilitation; Acute stroke; Physical therapy; Pneumonia; Cochrane Library; Pediatrics; Surgery; Meta-analysis; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004844472,0.0007327006,0.00221017,0.0005344185,0.000924078,0.00005255603,0.0004418339,0.0003016341,0.0003541551],"category_scores_gemma":[0.00130964,0.0006020077,0.0003091205,0.001585861,0.00005668782,0.0006757476,0.0002414158,0.002048141,0.000007747778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081501,"about_ca_system_score_gemma":0.0005194902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002218419,"about_ca_topic_score_gemma":0.003042005,"domain_scores_codex":[0.9906253,0.004307186,0.001979764,0.001094034,0.001214208,0.0007794612],"domain_scores_gemma":[0.989512,0.007028196,0.002256345,0.0007649624,0.0003294738,0.0001090684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006848473,0.001131008,0.01694544,0.3262019,0.003845114,0.0000625266,0.00243199,0.0002050298,0.000004632801,0.0004512278,0.07846764,0.5695686],"study_design_scores_gemma":[0.004282851,0.002522332,0.005247006,0.1004029,0.009036114,0.000001824954,0.0008307257,0.0004002746,1.591167e-7,0.00004329758,0.8762646,0.0009678555],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004866841,0.9524127,0.005913703,0.003904892,0.0008729845,0.03407037,0.00159023,0.0003629714,0.0003854189],"genre_scores_gemma":[0.00004983711,0.9667608,0.003486594,0.003513719,0.00008404192,0.01421138,0.01124698,0.0002188148,0.0004278822],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.797797,"threshold_uncertainty_score":0.9996431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1637351855738346,"score_gpt":0.4700186064249838,"score_spread":0.3062834208511492,"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."}}