{"id":"W4406431031","doi":"10.1007/s10072-024-07982-y","title":"Revisiting Africa’s Stroke Obstacles and Services (SOS)","year":2025,"lang":"en","type":"article","venue":"Neurological Sciences","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"Science and Technology Development Fund; Ain Shams University","keywords":"Neuroradiology; Neurology; Neurosurgery; Stroke (engine); Medicine; Psychiatry; Engineering","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":[0.0002936252,0.00009331419,0.0001662921,0.00007274594,0.000166247,0.00006004962,0.0001842869,0.0000470878,0.00006036456],"category_scores_gemma":[0.0001361261,0.00005933517,0.00003397393,0.0002928029,0.000296172,0.00006635775,0.0002677308,0.0001241193,0.000009025765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006164953,"about_ca_system_score_gemma":0.00001471531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006060835,"about_ca_topic_score_gemma":0.00000101482,"domain_scores_codex":[0.9989616,0.00003297461,0.0001465563,0.0003770414,0.0002374461,0.0002443989],"domain_scores_gemma":[0.9995806,0.0001743535,0.00004238149,0.0001165457,0.00002058547,0.0000655863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007170691,0.00005784571,0.9222202,0.0001670317,0.00002766461,0.0001003442,0.0001187126,0.000009497348,0.009208315,0.005486769,0.003614312,0.05891764],"study_design_scores_gemma":[0.0007029527,0.0007919519,0.7668344,0.0001201766,0.0001237774,0.00003194729,0.0006589757,0.002896907,0.001073809,0.0007949427,0.2257888,0.0001813999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8333308,0.000760128,0.000037266,0.01047964,0.00006609175,0.0001308955,0.000001284168,0.00007262268,0.1551213],"genre_scores_gemma":[0.9923487,0.0001121836,0.001427136,0.004520993,0.00005864077,0.000007049159,5.76451e-7,0.000001902468,0.001522864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2221744,"threshold_uncertainty_score":0.2419618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02337549597070577,"score_gpt":0.2815479885310326,"score_spread":0.2581724925603269,"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."}}