{"id":"W4409735643","doi":"10.1159/000545954","title":"Implementing Acute Stroke Services in Sub-Saharan Africa: Steps, Progress, and Perspectives from the Tanzania Stroke Project","year":2025,"lang":"en","type":"article","venue":"Cerebrovascular Diseases Extra","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Toronto Rehabilitation Institute; McMaster University; Population Health Research Institute","funders":"National Heart, Lung, and Blood Institute","keywords":"Tanzania; Stroke (engine); Medicine; Acute stroke; Health care; Emergency medicine; Medical emergency; Nursing; Emergency department","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002838725,0.0004002654,0.0005394357,0.0002248913,0.0002302754,0.0001776954,0.000387888,0.00009380321,0.00008875557],"category_scores_gemma":[0.0000483033,0.0003004411,0.0003239973,0.0004524102,0.0002342619,0.0002075368,0.0005617005,0.0003079615,0.000009015095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001720282,"about_ca_system_score_gemma":0.0001729105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003362853,"about_ca_topic_score_gemma":0.0001658548,"domain_scores_codex":[0.997289,0.0001336693,0.0004461244,0.0008580607,0.0005535465,0.0007196057],"domain_scores_gemma":[0.9986423,0.0001214533,0.0001371108,0.0008638609,0.0001048884,0.0001303728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004627781,0.0007886489,0.9239291,0.000778236,0.006821427,0.0001694751,0.00278723,0.000001738133,0.004777937,0.0003498523,0.02305188,0.0360817],"study_design_scores_gemma":[0.005958683,0.0001165251,0.8589411,0.0007139698,0.004170561,0.00001046515,0.01363657,0.0004705431,0.001143248,0.0000597801,0.1143477,0.000430829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8945218,0.09691201,0.0001489151,0.001565596,0.0001126905,0.002622539,0.0007178622,0.0001698032,0.003228728],"genre_scores_gemma":[0.9931836,0.003748484,0.0008759262,0.0003140664,0.0002123048,0.0004087223,0.0002652017,0.0000518786,0.0009398303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09866174,"threshold_uncertainty_score":0.9999447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01125541952290168,"score_gpt":0.258793106344325,"score_spread":0.2475376868214233,"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."}}