{"id":"W4393067207","doi":"10.36425/rehab623694","title":"Personalized approach to assessing the functional result of acute ischemic stroke","year":2024,"lang":"en","type":"article","venue":"Physical and rehabilitation medicine medical rehabilitation","topic":"Neurological Disorders and Treatments","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ischemic stroke; Stroke (engine); Medicine; Acute stroke; Cardiology; Internal medicine; Intensive care medicine; Computer science; Physical medicine and rehabilitation; Ischemia; Engineering; Tissue plasminogen activator","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0007403891,0.0001927978,0.0003272568,0.0001340849,0.0001651919,0.00003518422,0.0001540219,0.00008096859,0.00007085684],"category_scores_gemma":[0.01145245,0.00009974626,0.0001500008,0.0006525418,0.001703014,0.0002114949,0.00006502357,0.0003289432,0.00001836787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003463565,"about_ca_system_score_gemma":0.00007274903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001868214,"about_ca_topic_score_gemma":4.259835e-7,"domain_scores_codex":[0.9970363,0.0004311042,0.0004405556,0.0006485538,0.001221712,0.0002217553],"domain_scores_gemma":[0.9874726,0.01193176,0.00006806121,0.0002025403,0.00009498762,0.0002300553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008432855,0.003327795,0.002989192,0.00162702,0.0002110784,0.00001949064,0.04395287,0.0001371351,0.4755464,0.2889093,0.03383398,0.1486025],"study_design_scores_gemma":[0.01473337,0.02640084,0.383103,0.003104828,0.001642927,0.0001353841,0.01963441,0.1780464,0.007346428,0.2994386,0.06449973,0.001914035],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9302591,0.0001546825,0.003945211,0.06045356,0.0002724587,0.0006079447,0.00002033234,0.00008875395,0.004197974],"genre_scores_gemma":[0.9972534,0.00002873435,0.0008603118,0.001184093,0.000209368,0.0001631309,0.00001482183,0.00001537491,0.0002707608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4682,"threshold_uncertainty_score":0.9968745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02401688033424675,"score_gpt":0.3274651166039917,"score_spread":0.3034482362697449,"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."}}