{"id":"W2153251772","doi":"10.31729/jnma.230","title":"Need of Improvement in Emergency Medical Service in Urban Cities","year":2009,"lang":"en","type":"article","venue":"Journal of Nepal Medical Association","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Care Foundation","funders":"","keywords":"Triage; Medicine; Medical emergency; Emergency medical services; Observational study; Ambulance service; Service (business); Emergency department; Emergency medicine; Nursing","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":[0.001690722,0.0001094907,0.0005344522,0.000253035,0.00001758099,0.00000229009,0.0001285751,0.0002663155,0.0007654374],"category_scores_gemma":[0.002803123,0.00008583395,0.0001384756,0.0005063175,0.00001560997,0.00009179037,0.0000217048,0.0006081127,0.000003557935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003450657,"about_ca_system_score_gemma":0.0003343398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001762083,"about_ca_topic_score_gemma":0.0008894717,"domain_scores_codex":[0.9959539,0.00007442424,0.001356258,0.00009555055,0.002272357,0.0002474803],"domain_scores_gemma":[0.9986906,0.00009800358,0.0005073597,0.00006676122,0.0004304929,0.0002067793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003789985,0.001055052,0.8919401,0.000160787,0.0001790117,0.000258612,0.004401003,0.000004011512,0.002016521,0.000213084,0.01470011,0.08469269],"study_design_scores_gemma":[0.003156299,0.0009220492,0.9915094,0.0005187358,0.00005375336,0.00001958103,0.001453178,0.0002127243,0.0001695494,0.0005504144,0.001350014,0.0000843348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9563506,0.0007142186,0.00001896235,0.03952993,0.0007688876,0.0001001515,0.000001666804,0.000006325628,0.002509272],"genre_scores_gemma":[0.9965414,0.00143202,0.00005970017,0.00120123,0.0006407075,0.000001960245,0.000002482336,0.000005696048,0.0001148455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09956925,"threshold_uncertainty_score":0.8381003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01297529151149959,"score_gpt":0.2927507885518122,"score_spread":0.2797754970403126,"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."}}