{"id":"W3182908879","doi":"10.1161/strokeaha.120.032935","title":"Prediction of Outcome and Endovascular Treatment Benefit: Validation and Update of the MR PREDICTS Decision Tool","year":2021,"lang":"en","type":"article","venue":"Stroke","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Medical Research Council; National Institute for Health and Care Research","keywords":"Medicine; Interquartile range; Modified Rankin Scale; Concordance; Randomized controlled trial; Stroke (engine); Clinical trial; Observational study; Randomization; Internal medicine; Physical therapy; Ischemic stroke; Ischemia","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":[0.0001211068,0.00009954397,0.0002396711,0.00004791427,0.00003105069,0.000006451793,0.00003702746,0.00004990182,0.0000425913],"category_scores_gemma":[0.0001261945,0.00006693734,0.00008443483,0.00008657474,0.00005521513,0.00004887742,0.0001095757,0.00004873269,7.475792e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004549434,"about_ca_system_score_gemma":0.00002176509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001263413,"about_ca_topic_score_gemma":0.000003404718,"domain_scores_codex":[0.9990953,0.00001961449,0.0003016796,0.0001964638,0.0002922606,0.00009473024],"domain_scores_gemma":[0.9993467,0.00004517212,0.0001091284,0.0003613017,0.0001004178,0.00003727018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001626747,0.0001838123,0.8763304,0.0002056863,0.0005700781,0.0000106228,0.0002210756,0.00004086128,0.0641384,0.0004066423,0.0006466887,0.05708303],"study_design_scores_gemma":[0.004090105,0.0003037655,0.6705272,0.0001279134,0.0008501891,0.00004270938,0.0001971309,0.0004781567,0.3156815,0.00005936428,0.007577231,0.0000647183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964482,0.0006124052,0.0006906246,0.0002656729,0.0001327136,0.0003640591,0.0001368978,0.00001302917,0.001336434],"genre_scores_gemma":[0.996654,0.0005747362,0.001813768,0.0000456858,0.00004410187,0.00001281695,0.00004429136,0.000009105487,0.0008014344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2515431,"threshold_uncertainty_score":0.2729626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02082096327890762,"score_gpt":0.2529480891333691,"score_spread":0.2321271258544615,"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."}}