{"id":"W4391023787","doi":"10.1038/s41598-024-51959-y","title":"Simulation of transportation of acute stroke patients in border regions","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Calgary","funders":"","keywords":"Stroke (engine); Modified Rankin Scale; Outcome (game theory); Medicine; Medical emergency; Ischemic stroke; Economics; Internal medicine; 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":[0.001045324,0.00006223899,0.0001733235,0.0002786504,0.00002023988,0.00001627495,0.00002473646,0.00004692727,0.0001263179],"category_scores_gemma":[0.0007024992,0.00005616,0.00008892887,0.0005868421,0.00008153127,0.0002511513,0.000005722406,0.00008796466,0.000002795438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003627511,"about_ca_system_score_gemma":0.0001988475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001125581,"about_ca_topic_score_gemma":0.0001390434,"domain_scores_codex":[0.9977607,0.00002514792,0.001323027,0.0003052284,0.0004893816,0.00009654342],"domain_scores_gemma":[0.998673,0.0002356008,0.0003543826,0.0003009283,0.0003950521,0.00004100637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004552387,0.001633324,0.8467392,0.001052483,0.0003715325,0.0006634272,0.004318014,0.02666526,0.04832693,0.0003935259,0.009537177,0.05984392],"study_design_scores_gemma":[0.002709858,0.0006786566,0.8433,0.001177094,0.001480504,0.00003013959,0.0007673218,0.07596785,0.02595336,0.006479083,0.04110819,0.0003479585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942327,0.0000346655,0.002833229,0.0003096402,0.001936106,0.0004230292,0.00003285979,0.00002155422,0.0001762832],"genre_scores_gemma":[0.9978858,0.000006053374,0.0007839609,0.0000172848,0.0000195419,0.00000574643,0.0007147973,0.000009207122,0.0005575856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05949596,"threshold_uncertainty_score":0.2290138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.100477332622545,"score_gpt":0.4719098933993354,"score_spread":0.3714325607767904,"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."}}