{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002443253,0.0006151285,0.0004755408,0.001185769,0.000199908,0.0009056424,0.0002387192,0.0005821405,0.002598875],"category_scores_gemma":[0.01694205,0.0001705263,0.000455728,0.0006573573,0.0003300998,0.0008520907,0.0005300867,0.0004080991,0.0007697886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002192147,"about_ca_system_score_gemma":0.0003446916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001221711,"about_ca_topic_score_gemma":0.001691751,"domain_scores_codex":[0.9986132,0.0005061369,0.000159344,0.0001603483,0.0004407445,0.0001201604],"domain_scores_gemma":[0.9905766,0.004616836,0.003097574,0.0002708893,0.0008621577,0.0005758211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001793946,0.00005879198,0.988093,0.00002204245,0.00007049307,0.00002235714,0.00005195415,0.0004680464,0.0001001705,0.00003069762,0.0004090823,0.01049394],"study_design_scores_gemma":[0.00004531709,0.0005072049,0.9922957,0.0000309095,0.00006039471,0.0002467216,0.00009958088,0.005498768,0.0002537378,0.0003691793,0.0005793045,0.00001320362],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99489,0.0005805585,0.001841511,0.0002543619,0.00004285093,0.00004159057,0.0005377472,0.00006232919,0.001749116],"genre_scores_gemma":[0.9983524,0.0001338547,0.0008310142,0.00004127132,0.00005037256,0.00001295109,0.0003842237,0.000004000895,0.0001899783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002598875,"threshold_uncertainty_score":0.01292133,"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."}}