{"id":"W4415668272","doi":"10.2196/57021","title":"Use of a Specialist Telephone Consultation Line for Long COVID in Primary Care in British Columbia: Retrospective Descriptive Quality Improvement Study","year":2025,"lang":"en","type":"article","venue":"JMIRx Med","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Toronto; Provincial Health Services Authority","funders":"","keywords":"Primary care; Coronavirus disease 2019 (COVID-19); Quality (philosophy); Quality management; Primary health care; Telemedicine; Public health; Health care","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000692761,0.0001100875,0.0006208936,0.0002083548,0.00005748764,0.00003441348,0.00005376869,0.00007831612,0.00003554311],"category_scores_gemma":[0.001426538,0.0001575518,0.0000495477,0.0007045512,0.00006844597,0.0001257315,0.00003557334,0.0001940341,3.34545e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001593419,"about_ca_system_score_gemma":0.0006525527,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07632338,"about_ca_topic_score_gemma":0.6517128,"domain_scores_codex":[0.9978599,0.0001338594,0.001030017,0.0003768088,0.0003315666,0.0002678316],"domain_scores_gemma":[0.9985651,0.0002710665,0.0002835196,0.0001972859,0.0006040756,0.00007892315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001186435,0.001094859,0.9447932,0.001078307,0.0000645238,0.00005212824,0.007744119,0.000001371074,0.001366877,0.00001119976,0.002284426,0.04032258],"study_design_scores_gemma":[0.01837019,0.002190485,0.9505905,0.0003277999,0.00007704258,0.000002033221,0.02725146,0.00001362066,0.0004428323,0.00006981963,0.000561671,0.0001025239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902591,0.000110096,0.0004238977,0.0008497653,0.0002023216,0.007804887,0.0002231572,0.00002782593,0.00009900059],"genre_scores_gemma":[0.9959699,0.00002990165,0.0007100595,0.000798622,0.00007911723,0.000881488,0.0005893449,0.00001455255,0.0009270141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5753894,"threshold_uncertainty_score":0.9298275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04917205589191098,"score_gpt":0.3782011942332278,"score_spread":0.3290291383413169,"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."}}