{"id":"W3087510440","doi":"10.1111/ctr.14062","title":"Necessity is the mother of invention: Rapid implementation of virtual health care in response to the COVID‐19 pandemic in a lung transplant clinic","year":2020,"lang":"en","type":"article","venue":"Clinical Transplantation","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; BC Studies; Vancouver General Hospital","funders":"","keywords":"Medicine; Health care; Pandemic; Workflow; Telemedicine; Patient satisfaction; Family medicine; Medical emergency; Coronavirus disease 2019 (COVID-19); Nursing; Disease","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.003610836,0.0001310567,0.0004720957,0.0001323263,0.00006468299,0.000004181929,0.0001436292,0.00008978399,0.0003535366],"category_scores_gemma":[0.0002095856,0.00008805974,0.0001346964,0.0006023562,0.00009891533,0.00006868532,0.000008575023,0.0003407832,0.000005381009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009872654,"about_ca_system_score_gemma":0.0007159041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00125714,"about_ca_topic_score_gemma":0.005514977,"domain_scores_codex":[0.995933,0.001249309,0.00191285,0.0003050959,0.0003729054,0.0002268676],"domain_scores_gemma":[0.9978225,0.00126262,0.0004231874,0.0002014212,0.00006544858,0.000224779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01150967,0.0001039285,0.8890701,0.001010885,0.00003767736,0.00001043445,0.07106892,0.00003928811,0.000281699,0.00002739746,0.001123328,0.02571669],"study_design_scores_gemma":[0.009899079,0.003409064,0.968201,0.0002237287,0.0001225037,0.00001335362,0.015025,0.000123762,0.0002093178,0.00002432188,0.00266269,0.00008610816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9240533,0.0003594954,0.003472451,0.06988181,0.0001033456,0.001825247,0.0002599538,0.0000183905,0.00002601258],"genre_scores_gemma":[0.9680991,0.001846052,0.000190092,0.02945248,0.00009129319,0.00005823567,0.0002434252,0.00001327497,0.000006103129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07913098,"threshold_uncertainty_score":0.3870978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1350123378327618,"score_gpt":0.4822834978270114,"score_spread":0.3472711599942496,"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."}}