{"id":"W4210666524","doi":"10.1212/wnl.0000000000200168","title":"Stroke Prognostication Obeys the Same Rules as Real Estate","year":2022,"lang":"en","type":"letter","venue":"Neurology","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Stroke (engine); Cardiology; Core (optical fiber); Internal medicine; Acute stroke; Infarction; Clinical trial; Stroke volume; Ischemic stroke; Selection (genetic algorithm); Myocardial infarction; Ischemia; Tissue plasminogen activator; Computer science; Machine learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008730643,0.0004426765,0.001296119,0.001058869,0.001399506,0.002811788,0.001702084,0.008552571,0.00331965],"category_scores_gemma":[0.04442813,0.0002664631,0.0006577828,0.001021494,0.005185129,0.004347335,0.001263405,0.00907387,0.006041856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001701362,"about_ca_system_score_gemma":0.001922186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002544073,"about_ca_topic_score_gemma":0.001959201,"domain_scores_codex":[0.9932021,0.002615714,0.00101724,0.000667776,0.002158694,0.0003383988],"domain_scores_gemma":[0.9841049,0.00861294,0.0009848075,0.001272179,0.004238394,0.000786686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003335004,0.0002390346,0.03925914,0.0004704923,0.0002139782,0.005598262,0.001361094,0.001640744,0.001312777,0.1068555,0.5431925,0.299523],"study_design_scores_gemma":[0.000275122,0.0003335605,0.01918679,0.001345923,0.0000861931,0.01553513,0.0007345632,0.007020339,0.0009857957,0.4128239,0.5415165,0.0001561046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007889316,0.00753363,0.01738845,0.9172263,0.01080165,0.0001263227,0.000211871,0.000195494,0.03862689],"genre_scores_gemma":[0.3035186,0.01544147,0.03126037,0.5341319,0.08719006,0.00037826,0.0006451514,0.0003307853,0.02710344],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.008730643,"threshold_uncertainty_score":0.04617262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01550255083595611,"score_gpt":0.2581475863704126,"score_spread":0.2426450355344565,"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."}}