{"id":"W2027394417","doi":"10.1016/j.hcmf.2011.12.001","title":"Patient Management in the Emergency Department by Advanced Care Paramedics","year":2012,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Emergency department; Medical emergency; Ambulatory care; Medicine; Patient care; Ambulatory; Emergency medicine; Nursing; Health care; Surgery","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":[0.0002528364,0.0003022971,0.0003032221,0.0001374953,0.0002651001,0.000007694284,0.0001842327,0.00006730657,0.0001007988],"category_scores_gemma":[0.000009652324,0.0002180447,0.0001412605,0.000465134,0.00003974646,0.0001106954,0.0002226632,0.0002406326,0.00006104155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002368041,"about_ca_system_score_gemma":0.000009931677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005493397,"about_ca_topic_score_gemma":0.0001098219,"domain_scores_codex":[0.9971934,0.0001026804,0.0005803677,0.0003735549,0.0007027991,0.00104718],"domain_scores_gemma":[0.9990127,0.00001605941,0.0001168856,0.0005929983,0.00007210435,0.0001892293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001679598,0.0007347168,0.1066531,0.002412947,0.0003830191,0.000160891,0.008043014,0.000006269519,0.000002694302,0.01606324,0.4591261,0.4062461],"study_design_scores_gemma":[0.001006182,0.0004239308,0.03144859,0.0001722896,0.0001652953,0.000007461263,0.09865744,0.000004672011,0.00002692785,0.000186543,0.8676335,0.0002672225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3827124,0.2390162,0.0004625718,0.1039712,0.008301539,0.01585648,0.0002291108,0.0004324501,0.2490181],"genre_scores_gemma":[0.9647206,0.02535431,0.0007681848,0.006954993,0.00009877956,0.001112071,0.0003040861,0.00003272817,0.000654255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5820082,"threshold_uncertainty_score":0.8891603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01355891090343922,"score_gpt":0.3124475113575964,"score_spread":0.2988886004541571,"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."}}