{"id":"W2021200266","doi":"10.5430/jha.v3n4p61","title":"A retrospective study on emergency visits in two hospitals in Sherbrooke, Canada","year":2014,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University","funders":"Bishop's University","keywords":"Overcrowding; Minor (academic); Medicine; Emergency department; Socioeconomic status; Medical emergency; Family medicine; Emergency medicine; Environmental health; Nursing; Humanities","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003988849,0.000159605,0.0004111195,0.0001519742,0.00003659767,0.000008110363,0.00008398679,0.00003230802,0.00003884419],"category_scores_gemma":[0.000401415,0.0001319641,0.00008000576,0.0002982967,0.00001265517,0.0001532679,0.0000147896,0.0003371987,0.00000216494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003678553,"about_ca_system_score_gemma":0.000287406,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005941258,"about_ca_topic_score_gemma":0.2292575,"domain_scores_codex":[0.998306,0.00006375015,0.0007586677,0.0001788663,0.0005056948,0.0001870013],"domain_scores_gemma":[0.9992114,0.0000195773,0.0002915567,0.0001295009,0.0002574148,0.00009056799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002044557,0.001179062,0.9945682,0.00001805432,0.00005553214,0.0003542755,0.0009621007,0.0000111083,0.00009987556,0.0001809328,0.002002393,0.0003639568],"study_design_scores_gemma":[0.001853991,0.02023578,0.9745539,0.0001485212,0.00003723169,0.00001366505,0.002238616,0.00002142114,0.0003446438,0.0003236209,0.00009309863,0.0001354526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929736,0.000208592,0.00001318427,0.001470326,0.001075247,0.000357718,0.000002950265,0.000004614098,0.003893765],"genre_scores_gemma":[0.9993665,0.00008782236,0.00003777528,0.00007521552,0.0003204572,0.000008240638,0.000002369939,0.00001181404,0.00008981513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2233163,"threshold_uncertainty_score":0.8981444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008588914842077893,"score_gpt":0.2977513159109608,"score_spread":0.2891624010688829,"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."}}