{"id":"W4206228088","doi":"10.1017/s1049023x19004813","title":"Environmental Influences on Patient Presentations: Considerations for Research and Evaluation at Mass-Gathering Events","year":2019,"lang":"en","type":"review","venue":"Prehospital and Disaster Medicine","topic":"Travel-related health issues","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mass gathering; Data collection; Event (particle physics); Set (abstract data type); Data science; Computer science; Environmental data; Psychology; Medicine; Public health; Sociology; Political science; Social science","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":[0.1240123,0.001055317,0.006503228,0.005734222,0.00186108,0.009691047,0.003761904,0.003610616,0.005996031],"category_scores_gemma":[0.2712617,0.0008094963,0.004689555,0.00661695,0.002375796,0.01096532,0.003462418,0.004294375,0.0009509764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004406338,"about_ca_system_score_gemma":0.02128726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002730835,"about_ca_topic_score_gemma":0.005890959,"domain_scores_codex":[0.9090148,0.06554454,0.01492567,0.001725824,0.007806461,0.0009827203],"domain_scores_gemma":[0.579655,0.3554321,0.02422813,0.005163829,0.03328509,0.002235904],"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":[0.0005534635,0.0003340782,0.004580122,0.3150895,0.001608812,0.0002807415,0.003271913,0.0003875395,0.0002550884,0.005136974,0.01344664,0.6550551],"study_design_scores_gemma":[0.0003585834,0.0009846205,0.01166796,0.7872017,0.00492824,0.0009204753,0.01148771,0.0002464136,0.0006250928,0.007208583,0.1742071,0.0001634369],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001111198,0.9828675,0.001167495,0.01065793,0.001160675,0.0007137798,0.0001597108,0.00001701662,0.002144689],"genre_scores_gemma":[0.02523666,0.9571832,0.008648822,0.004706083,0.001595061,0.002105043,0.000178842,0.00001554653,0.0003307466],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1240123,"threshold_uncertainty_score":0.6558475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2807497702259875,"score_gpt":0.4807517750004352,"score_spread":0.2000020047744477,"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."}}