{"id":"W4389816338","doi":"10.1089/tmj.2023.0444","title":"Improving Access to Specialty Pediatric Care: Innovative Referral and eConsult Technology in a Specialized Acute Care Hospital","year":2023,"lang":"en","type":"article","venue":"Telemedicine Journal and e-Health","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Medicine; Specialty; Referral; Audit; Family medicine; Medical emergency; Telemedicine; Health care","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009502938,0.0002503727,0.000689864,0.002683074,0.0004492619,0.0001672863,0.0002781626,0.000172901,0.0000232815],"category_scores_gemma":[0.0002303209,0.0002045107,0.00002746484,0.004008305,0.00007615836,0.0004779623,0.0004358407,0.0007699255,0.00002172229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002459089,"about_ca_system_score_gemma":0.000359445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004874278,"about_ca_topic_score_gemma":0.004523943,"domain_scores_codex":[0.9976351,0.00002498435,0.0008816119,0.0004131341,0.0002679748,0.0007771564],"domain_scores_gemma":[0.9986922,0.00002095873,0.0005890285,0.0001712852,0.0004259128,0.0001006433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005254663,0.00003090905,0.4587443,0.0014822,0.00003217898,0.0002613092,0.003617185,8.432964e-7,0.00002416766,0.004255846,0.0321189,0.4993796],"study_design_scores_gemma":[0.005755971,0.0009933374,0.8221163,0.0005952414,0.00004221343,0.0002179618,0.0461822,0.00007712078,0.000008026364,0.003194388,0.1201595,0.0006577475],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8874769,0.002384275,0.00005154649,0.1074863,0.00102439,0.0008429138,0.00001054521,0.0002070599,0.0005161591],"genre_scores_gemma":[0.9898457,0.001693866,0.0001862555,0.003791658,0.004351845,0.00003209931,0.00002604963,0.00003292054,0.00003961087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4987218,"threshold_uncertainty_score":0.8339704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02776881369684724,"score_gpt":0.3254364181930302,"score_spread":0.297667604496183,"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."}}