{"id":"W2752829684","doi":"10.1177/1747493017729265","title":"Dysphagia screening after intracerebral hemorrhage","year":2017,"lang":"en","type":"article","venue":"International Journal of Stroke","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; St. Michael's Hospital; University Health Network; University of Toronto","funders":"Canada Research Chairs; Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Intracerebral hemorrhage; Dysphagia; Clinical neurology; Stroke (engine); Intensive care medicine; Subarachnoid hemorrhage; Surgery; Neuroscience","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00070023,0.0001177544,0.0001968321,0.0001692024,0.0003657307,0.000124,0.0009621946,0.0000739423,0.002487369],"category_scores_gemma":[0.0002072513,0.00009818912,0.0001328267,0.00001539272,0.00005624708,0.0008022426,0.0003609168,0.0005709268,0.0001543457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001244499,"about_ca_system_score_gemma":0.0001040786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004290584,"about_ca_topic_score_gemma":0.00004455535,"domain_scores_codex":[0.9982733,0.00007383279,0.0005997332,0.0001155701,0.0006757124,0.0002618606],"domain_scores_gemma":[0.9979173,0.00008872919,0.001074357,0.0002461977,0.0005546284,0.0001188146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001021841,0.000174239,0.8784809,0.00005292584,0.00121448,0.001600558,0.0008377203,0.0000294392,0.001164172,0.005305491,0.01645522,0.09366304],"study_design_scores_gemma":[0.004496087,0.0001397777,0.880272,0.0003515558,0.0001299966,0.00004935201,0.001214374,0.0005613478,0.0003943914,0.0009926714,0.1111658,0.0002327159],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8843048,0.0001149463,0.02475054,0.01254569,0.01114168,0.0002657112,0.00004440872,0.00002861777,0.06680365],"genre_scores_gemma":[0.9772586,0.00004047061,0.008033567,0.0009663306,0.001759447,0.0000114497,0.000003176042,0.00001607494,0.01191094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09471055,"threshold_uncertainty_score":0.9984245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03673498859027166,"score_gpt":0.4165530603270005,"score_spread":0.3798180717367288,"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."}}