{"id":"W4406962928","doi":"10.1161/str.56.suppl_1.tp148","title":"Abstract TP148: The Need for Standardized Stroke Care: Assessing Global Provider Training and Institutional Disparities","year":2025,"lang":"en","type":"article","venue":"Stroke","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Stroke (engine); Family medicine; Gerontology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007862017,0.0002529395,0.0004234318,0.001840659,0.0009232669,0.001667391,0.001308681,0.0006938772,0.007985735],"category_scores_gemma":[0.02790412,0.0001927057,0.0009750526,0.002376526,0.0009611868,0.002535174,0.003413976,0.001224814,0.0006240434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001265277,"about_ca_system_score_gemma":0.002402629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004144641,"about_ca_topic_score_gemma":0.003400657,"domain_scores_codex":[0.9960012,0.001458463,0.0007495655,0.0003122012,0.0009503613,0.0005282444],"domain_scores_gemma":[0.9851626,0.004368256,0.006062566,0.0007388679,0.002272626,0.001395184],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008866248,0.0001470655,0.9849684,0.0002223323,0.00007888565,0.0000651559,0.001685819,0.0001033639,0.00005704463,0.0005244866,0.002088445,0.009970407],"study_design_scores_gemma":[0.00001845915,0.0002660138,0.9875825,0.0002649158,0.00006298659,0.0001457709,0.008206779,0.0005699367,0.0001167072,0.0005854891,0.00216817,0.00001220551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884369,0.0003428218,0.001079937,0.001594995,0.00005445792,0.000480638,0.003646256,0.00001586782,0.004348214],"genre_scores_gemma":[0.9967021,0.0001380674,0.0008056234,0.0002811728,0.0000327456,0.0005527401,0.001176705,0.000009761026,0.0003010135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.992138,"threshold_uncertainty_score":0.04157883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1115833336616639,"score_gpt":0.4827286934396488,"score_spread":0.3711453597779849,"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."}}