{"id":"W3160058136","doi":"10.3389/fped.2021.638070","title":"Rapid Implementation and Evaluation of Virtual Health Training in a Subspecialty Hospital in British Columbia, in Response to the COVID-19 Pandemic","year":2021,"lang":"en","type":"article","venue":"Frontiers in Pediatrics","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Children's Hospital; Provincial Health Services Authority","funders":"Provincial Health Services Authority; BC Children's Hospital; Children's Hospital Foundation","keywords":"Subspecialty; Medicine; Specialty; Pandemic; Coronavirus disease 2019 (COVID-19); Family medicine; Medical education; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007493334,0.0004950487,0.0003627538,0.0006321384,0.002244174,0.001521621,0.001702182,0.0009117007,0.002159534],"category_scores_gemma":[0.01418712,0.0006110552,0.0002382699,0.0006006408,0.001254711,0.0006909232,0.002770581,0.001416588,0.0003248001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01262868,"about_ca_system_score_gemma":0.03539538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4057288,"about_ca_topic_score_gemma":0.5822552,"domain_scores_codex":[0.9951106,0.001994504,0.0001999147,0.0003144233,0.0007795307,0.001601069],"domain_scores_gemma":[0.9872592,0.002054668,0.0009385818,0.0004256869,0.00274076,0.006581159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009686266,0.0446716,0.5000251,0.002436776,0.0003432794,0.00215222,0.05365302,0.007803412,0.0113775,0.0004893243,0.01019042,0.3571711],"study_design_scores_gemma":[0.0009347447,0.02709025,0.9266727,0.000383117,0.00007873708,0.0001305039,0.03506997,0.002668827,0.001589499,0.00006776501,0.005216644,0.00009731089],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971632,0.0000468915,0.0001301526,0.0002899068,0.00001365405,0.001124286,0.0001157104,0.00002590934,0.001090278],"genre_scores_gemma":[0.9960358,0.0001309796,0.001141676,0.0004313809,0.0000107424,0.0008526091,0.0002135205,0.000008225354,0.001175313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5942712,"threshold_uncertainty_score":0.8067345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0573203794323443,"score_gpt":0.3810780616835556,"score_spread":0.3237576822512113,"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."}}