{"id":"W2103066461","doi":"10.1161/strokeaha.115.009617","title":"Diagnosis of Stroke-Associated Pneumonia","year":2015,"lang":"en","type":"review","venue":"Stroke","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":444,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Bundesministerium für Bildung und Forschung; Deutsche Forschungsgemeinschaft","keywords":"Medicine; Procalcitonin; Stroke (engine); Pneumonia; Intensive care medicine; Consensus conference; Gold standard (test); Lower respiratory tract infection; Current Procedural Terminology; Respiratory tract infections; Pediatrics; Internal medicine; Surgery; Respiratory system","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001260532,0.0004510172,0.002362824,0.000304157,0.0001965031,0.0000106194,0.0005492647,0.0005988103,0.0009322208],"category_scores_gemma":[0.0002303089,0.0003660774,0.0005144066,0.0003070965,0.00005050208,0.00008410523,0.0004708132,0.001003728,0.0008709906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00061792,"about_ca_system_score_gemma":0.0009915532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001584531,"about_ca_topic_score_gemma":0.0001244381,"domain_scores_codex":[0.9960412,0.0009207518,0.001305061,0.0004183082,0.0006168786,0.0006978291],"domain_scores_gemma":[0.9968333,0.000608491,0.001472368,0.0006364579,0.000250604,0.0001987477],"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":[0.000004913254,0.0002125506,0.002467818,0.02234774,0.001263418,0.00001337556,0.0001828682,1.750687e-7,2.014383e-7,0.001240277,0.1448412,0.8274254],"study_design_scores_gemma":[0.0004412203,0.00008105601,0.0001518857,0.008766059,0.001642672,1.3656e-7,0.000210901,9.716478e-7,1.212841e-7,0.00004622016,0.9883905,0.0002682353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002857728,0.9266283,0.000008055073,0.00006709705,0.001833804,0.002321766,0.001164101,0.0001254671,0.06782282],"genre_scores_gemma":[0.00004214388,0.927588,0.00009612895,0.00005563548,0.0002094017,0.001278067,0.0003805039,0.00008113226,0.07026897],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8435493,"threshold_uncertainty_score":0.999981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1281014335830004,"score_gpt":0.4722359440164087,"score_spread":0.3441345104334083,"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."}}