{"id":"W4405584957","doi":"10.1161/strokeaha.124.049311","title":"Knowledge Acquisition and Audience Retention in Stroke Education: Results From a Global Study by the World Stroke Organization","year":2024,"lang":"en","type":"article","venue":"Stroke","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emergent BioSolutions (Canada); Ontario Stroke Network","funders":"","keywords":"Medicine; Demographics; Ranking (information retrieval); Social media; Knowledge translation; Descriptive statistics; Stroke (engine); Medical education; Ethnic group; Target audience; Audience measurement; Family medicine; Demography; Advertising","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005783788,0.0002441895,0.0003640286,0.002357338,0.0004970862,0.001046551,0.0003719415,0.0005775639,0.002117334],"category_scores_gemma":[0.01252769,0.0001934711,0.0008811237,0.002270097,0.000617424,0.001973033,0.001559283,0.0006272475,0.0004380393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003697329,"about_ca_system_score_gemma":0.0004968302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004804075,"about_ca_topic_score_gemma":0.00471787,"domain_scores_codex":[0.9983146,0.0006846219,0.0002258869,0.0001572814,0.0003864124,0.000231166],"domain_scores_gemma":[0.9907854,0.003306237,0.003440404,0.000356781,0.001173433,0.000937723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001383928,0.0001628349,0.97745,0.0001432858,0.0001001216,0.00008575014,0.008639973,0.000041556,0.00009677275,0.0000276478,0.0003761811,0.01273761],"study_design_scores_gemma":[0.000008288864,0.0001985548,0.9929423,0.00005798904,0.00002729937,0.0000836283,0.006083399,0.00007506087,0.00003086923,0.00001957723,0.0004651055,0.000008026283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973928,0.0003658139,0.00006587887,0.0001601125,0.00000785454,0.00003836719,0.0003110849,0.000003884573,0.001654267],"genre_scores_gemma":[0.9991581,0.0002420174,0.00004705607,0.00006856464,0.00001212833,0.00003136419,0.0002279009,0.000003341936,0.0002094945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005783788,"threshold_uncertainty_score":0.03058791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01233334304495728,"score_gpt":0.2900156792280019,"score_spread":0.2776823361830446,"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."}}