{"id":"W2548055608","doi":"10.1093/ageing/afw197","title":"Simple prediction scores predict good and devastating outcomes after stroke more accurately than physicians","year":2016,"lang":"en","type":"article","venue":"Age and Ageing","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Nova Scotia Health Authority","funders":"","keywords":"Medicine; Stroke (engine); Melkersson–Rosenthal syndrome; Receiver operating characteristic; Population; Physical therapy; Level of consciousness; Outcome (game theory); Pediatrics; Internal medicine; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.00008385459,0.0001593654,0.0002220675,0.00006422719,0.00008158676,0.00003723818,0.00004094182,0.00004433113,0.00001980866],"category_scores_gemma":[0.00007226461,0.0001029238,0.00004628325,0.00005235659,0.00006469149,0.0002173746,0.0001204976,0.00008532467,0.000003440841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002279192,"about_ca_system_score_gemma":0.00000855436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004385213,"about_ca_topic_score_gemma":0.00001901676,"domain_scores_codex":[0.9990742,0.00001583268,0.0001894255,0.0002805444,0.0001899343,0.0002500547],"domain_scores_gemma":[0.9995626,0.00009651653,0.00007176648,0.0001694876,0.00002281807,0.00007687357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008562456,0.00003630179,0.8506826,0.0001342607,0.0002427974,0.002275775,0.001055254,6.315096e-7,0.03508023,0.00002644825,0.001671941,0.1087081],"study_design_scores_gemma":[0.001365803,0.0001101549,0.9920649,0.0003477558,0.000179269,0.00001551243,0.0007031361,0.0001202476,0.00229449,0.00002980815,0.002649192,0.0001197217],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954162,0.0001803592,0.00155518,0.0006977543,0.00005729921,0.0002611201,0.00006734097,0.00009264968,0.001672077],"genre_scores_gemma":[0.9967185,0.0001090497,0.0004873173,0.0005249238,0.0001724379,0.00003367099,0.00001495802,0.00002241233,0.001916781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1413823,"threshold_uncertainty_score":0.4197111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01654469934424679,"score_gpt":0.2686387029769137,"score_spread":0.2520940036326669,"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."}}