{"id":"W7124395600","doi":"","title":"Construction and validation of risk prediction model of dysarthria in patients with stroke","year":2024,"lang":"zh","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dysarthria; Swallowing; Nomogram; Stroke (engine); Receiver operating characteristic; Risk assessment; Dysphagia; Test (biology); Grading (engineering)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01099483,0.001104456,0.0008980592,0.002071456,0.0007640651,0.001631616,0.0009573267,0.0007444019,0.001566395],"category_scores_gemma":[0.02292628,0.0004286536,0.001312881,0.0006518094,0.0004266571,0.000830817,0.00106604,0.00107169,0.0004279883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007729726,"about_ca_system_score_gemma":0.001821295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00680917,"about_ca_topic_score_gemma":0.00312398,"domain_scores_codex":[0.9967578,0.001905138,0.000226981,0.0004505497,0.0004418968,0.0002176753],"domain_scores_gemma":[0.9905742,0.006198357,0.0005405978,0.000511676,0.001804557,0.0003705952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00040879,0.0003310135,0.9229386,0.00005449342,0.0003255666,0.0001864426,0.0003212533,0.02969677,0.0002379151,0.0005771535,0.001553864,0.04336812],"study_design_scores_gemma":[0.00009057977,0.0004008501,0.1323832,0.00009854466,0.0002966571,0.0002212806,0.0003457161,0.8630392,0.000481989,0.001925813,0.0006780214,0.00003809648],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9579055,0.000345152,0.03894858,0.0005638888,0.00009979618,0.0002937349,0.0004465213,0.000221254,0.001175622],"genre_scores_gemma":[0.9904985,0.0001180868,0.007976324,0.00003608504,0.00003997931,0.0001734886,0.0007973882,0.00001063395,0.0003494913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01099483,"threshold_uncertainty_score":0.05814695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1545771191867776,"score_gpt":0.532097548110695,"score_spread":0.3775204289239175,"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."}}