{"id":"W2068096255","doi":"10.1212/wnl.0b013e31823152b1","title":"Risk factors, inpatient care, and outcomes of pneumonia after ischemic stroke","year":2011,"lang":"en","type":"article","venue":"Neurology","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":410,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences","funders":"","keywords":"Medicine; Stroke (engine); Pneumonia; Odds ratio; Internal medicine; Cohort study; Retrospective cohort study; Confidence interval; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.00008047347,0.0001146156,0.0002262687,0.00007934374,0.00008412986,0.000001130503,0.00009467005,0.0001169885,0.000367228],"category_scores_gemma":[0.00002687663,0.00008911102,0.00003684392,0.00003469412,0.00005709477,0.0000484474,0.0002178051,0.0003208452,0.00002895031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009041184,"about_ca_system_score_gemma":0.0000224629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000660922,"about_ca_topic_score_gemma":0.0002238447,"domain_scores_codex":[0.9989684,0.0001980109,0.0002742381,0.0002022824,0.0000917974,0.0002652941],"domain_scores_gemma":[0.9993548,0.0001355745,0.0001823417,0.000227211,0.00004146029,0.0000585652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001079955,0.00003676665,0.9946092,0.00005083522,0.00004274888,0.0000042309,0.003829305,1.479954e-7,0.0001232514,0.0002004089,0.0004425252,0.0005526061],"study_design_scores_gemma":[0.0004542308,0.000547402,0.9828572,0.000002818225,0.0000598252,1.250735e-7,0.0002933632,0.000004671334,0.00008890282,0.00005361787,0.01557486,0.00006303627],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795648,0.00007496148,0.00002706331,0.00009193129,0.0006156613,0.0003639122,0.00003631728,0.00003411652,0.01919118],"genre_scores_gemma":[0.998444,0.0001025863,0.0001540924,0.0007758067,0.00001562262,0.00006896084,0.000005844617,0.0000139314,0.0004191179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01887918,"threshold_uncertainty_score":0.4020889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02719061832541608,"score_gpt":0.3291551642501341,"score_spread":0.3019645459247181,"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."}}