{"id":"W2945905611","doi":"10.12669/pjms.35.3.611","title":"Patterns of emergency department visits during Hajj period: Towards healthcare optimization in view of Saudi Arabia’s vision 2030","year":2019,"lang":"en","type":"article","venue":"Pakistan Journal of Medical Sciences","topic":"Travel-related health issues","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hajj; Medicine; Emergency department; Evening; Triage; Emergency medicine; Health care; Morning; Medical emergency; Internal medicine; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003015998,0.000137026,0.0006464316,0.0003006011,0.00005894279,0.000008707347,0.0003422993,0.0001519988,0.00168449],"category_scores_gemma":[0.0002834482,0.00009588997,0.0001137861,0.000559821,0.00009883893,0.0001754602,0.00005497687,0.0004182873,0.000003793059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000150802,"about_ca_system_score_gemma":0.0008420028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002650855,"about_ca_topic_score_gemma":0.0001296554,"domain_scores_codex":[0.9951071,0.0001900894,0.0016535,0.0002217539,0.002483756,0.0003438101],"domain_scores_gemma":[0.9982575,0.00005631528,0.0008271606,0.0001499127,0.00025142,0.0004576726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003927758,0.000664446,0.9544749,0.004066049,0.00006565837,0.0001985736,0.004530386,0.002071913,0.001063299,0.000429782,0.00007467683,0.0319675],"study_design_scores_gemma":[0.003100382,0.003990922,0.9758009,0.01014105,0.00005794996,0.0001931406,0.002122652,0.002576129,0.00114458,0.0001056087,0.0005845069,0.0001821956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790502,0.007109287,0.0006092972,0.01213804,0.0006424195,0.0002998608,0.000006805804,0.000006243592,0.0001378855],"genre_scores_gemma":[0.9909852,0.007401213,0.001400028,0.00008000273,0.00009281798,0.000001600436,0.000002349965,0.000008742156,0.00002800552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03178531,"threshold_uncertainty_score":0.9992281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03772182095463687,"score_gpt":0.39795366004504,"score_spread":0.3602318390904031,"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."}}