{"id":"W2606874317","doi":"10.1017/s1049023x17006033","title":"New Triage System: Using Digitized Information Entered via a Digital Pen","year":2017,"lang":"en","type":"article","venue":"Prehospital and Disaster Medicine","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Triage; Computer science; Medical emergency; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001382423,0.0006334414,0.0003686102,0.003125018,0.0003997346,0.001102643,0.0007075445,0.0003378633,0.02594905],"category_scores_gemma":[0.005400657,0.000183042,0.0002398842,0.002666611,0.0004283785,0.001039266,0.0008306974,0.0003873923,0.004723247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008981396,"about_ca_system_score_gemma":0.001346772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006007752,"about_ca_topic_score_gemma":0.009812054,"domain_scores_codex":[0.9986207,0.0004816088,0.0001820856,0.0002053434,0.0004369626,0.00007312728],"domain_scores_gemma":[0.9972004,0.001099184,0.000518311,0.0002363101,0.0008259499,0.0001198785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001510734,0.0004836669,0.06997221,0.001618866,0.00006328138,0.001257865,0.003587853,0.001673622,0.01075802,0.001219036,0.01606519,0.8917896],"study_design_scores_gemma":[0.0007990483,0.005581713,0.6097103,0.001660708,0.0005487209,0.01674571,0.0181319,0.04209034,0.05386403,0.00262426,0.2477906,0.0004527325],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6433401,0.00331952,0.2265773,0.001544202,0.0007074159,0.01191299,0.02525801,0.006103924,0.0812365],"genre_scores_gemma":[0.7435153,0.002367696,0.2150241,0.0003711486,0.0001400865,0.003212432,0.004931967,0.0002089155,0.03022833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02594905,"threshold_uncertainty_score":0.08680826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02646198498922552,"score_gpt":0.2582086470785496,"score_spread":0.231746662089324,"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."}}