{"id":"W4307263055","doi":"10.3390/ijerph192113730","title":"Potential Access to Emergency General Surgical Care in Ontario","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Wildlife Fund Canada; Toronto Metropolitan University; University of Toronto; University of Manitoba; Simon Fraser University; St. Michael's Hospital","funders":"","keywords":"Metropolitan area; Census; Population; Medical emergency; Medicine; Geography; Emergency department; Catchment area; Emergency medicine; Business; Environmental health; Cartography; Nursing; Drainage basin","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00040422,0.0002507747,0.0002761276,0.0009418789,0.001785076,0.0009720002,0.000730737,0.0002208452,0.003205198],"category_scores_gemma":[0.001790735,0.0002903288,0.0006766198,0.00231944,0.0004864081,0.0004521507,0.00110193,0.0002887818,0.0002521682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02663302,"about_ca_system_score_gemma":0.02933961,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.99306,"about_ca_topic_score_gemma":0.996677,"domain_scores_codex":[0.9993488,0.00005974569,0.00003831557,0.00008227821,0.0002560353,0.0002147368],"domain_scores_gemma":[0.9985313,0.0001231788,0.0003981491,0.00004393506,0.0004919026,0.0004114726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006827182,0.00003163718,0.982568,0.0001621588,0.00008326055,0.0003054165,0.001644625,0.0009589452,0.0002520627,0.0007924082,0.004357805,0.008775502],"study_design_scores_gemma":[0.00001721167,0.00002721767,0.9894648,0.00007884893,0.00003471777,0.00009435191,0.00195257,0.001729198,0.0000522908,0.0001656935,0.006367421,0.0000156178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739435,0.001020493,0.0007679266,0.001254099,0.00001816274,0.0001055008,0.01087736,0.00003983082,0.01197314],"genre_scores_gemma":[0.9929773,0.0007716911,0.0005053777,0.0001296876,0.00001009384,0.00005287984,0.002729535,0.000008428182,0.002814977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02663302,"threshold_uncertainty_score":0.1932369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09665308013978492,"score_gpt":0.4275658784301167,"score_spread":0.3309127982903318,"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."}}