{"id":"W4403479605","doi":"10.1093/pch/pxae047","title":"Increased access to pediatric specialist healthcare using eConsult: A retrospective observational cohort and case–control study","year":2024,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; University of Ottawa; Agricultural Research Institute of Ontario; Ottawa Hospital; Children's Hospital of Eastern Ontario","funders":"Ontario Medical Association; Ministry of Health Mexico","keywords":"Observational study; Retrospective cohort study; Medicine; Health care; Cohort; Internal medicine; Economic growth; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002430366,0.0003743946,0.0007235433,0.001382008,0.0009971361,0.0009923333,0.0002948105,0.0001957815,0.00004304589],"category_scores_gemma":[0.0005224709,0.0003672575,0.00009008703,0.003082993,0.00003286085,0.001170916,0.000292529,0.0006612935,0.00004838422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006110679,"about_ca_system_score_gemma":0.0006580884,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06523918,"about_ca_topic_score_gemma":0.01573388,"domain_scores_codex":[0.9965266,0.0001253821,0.001009943,0.001003378,0.0005321308,0.0008025862],"domain_scores_gemma":[0.9984343,0.0001993002,0.0003764878,0.0004029412,0.0004138175,0.0001731502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002215292,0.0001033134,0.9791806,0.001085017,0.00004860751,0.0004042815,0.0001842885,0.00001052046,1.637104e-7,0.01242345,0.001993278,0.004544313],"study_design_scores_gemma":[0.0007754877,0.0001092531,0.9876397,0.00006293543,0.0001416453,0.0002106377,0.000320751,0.001532357,5.606982e-8,0.001015538,0.007819602,0.0003719887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9603571,0.004841073,0.0006299628,0.02709625,0.001811972,0.004073059,0.0002890097,0.0005429458,0.000358649],"genre_scores_gemma":[0.9805402,0.0002014307,0.0001601193,0.008908582,0.009947147,0.0001213424,0.00003420113,0.00007485692,0.00001213009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0495053,"threshold_uncertainty_score":0.9998779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0417402948859034,"score_gpt":0.3185067970306205,"score_spread":0.2767665021447171,"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."}}