{"id":"W4403650053","doi":"10.1002/ohn.1013","title":"Economic, Environmental, and Social Value of Virtual Care in Otolaryngology: Sustainability in Quality Improvement Framework","year":2024,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Care; London Health Sciences Centre; Western University","funders":"London Health Sciences Centre","keywords":"Otorhinolaryngology; Sustainability; Medicine; Quality (philosophy); Family medicine; Psychology; Medical education; Surgery","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":[0.01549378,0.0004631149,0.0003745136,0.004828739,0.001552797,0.005443732,0.001074834,0.0007331158,0.001191135],"category_scores_gemma":[0.02483967,0.0001535713,0.0008567154,0.004243976,0.002816602,0.002426362,0.005199306,0.0009805915,0.00007439416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01259567,"about_ca_system_score_gemma":0.02394319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02099783,"about_ca_topic_score_gemma":0.0371063,"domain_scores_codex":[0.9811962,0.01144479,0.0008552274,0.0005450845,0.0047722,0.001186582],"domain_scores_gemma":[0.981468,0.00631998,0.005513811,0.0005751294,0.003999515,0.002123543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001803086,0.00122491,0.4468382,0.001510283,0.0006032229,0.00028209,0.004033221,0.04567147,0.0008826104,0.2008715,0.01975914,0.2781431],"study_design_scores_gemma":[0.0001502652,0.002792697,0.5895178,0.004835772,0.0003852297,0.0004418668,0.02215962,0.138051,0.002438042,0.1402926,0.09866458,0.0002706225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6437703,0.009853814,0.1634284,0.07052477,0.000429504,0.00256958,0.002870958,0.0003672538,0.1061854],"genre_scores_gemma":[0.9593892,0.0008060476,0.03821297,0.000469101,0.00006295536,0.0002949742,0.0002876843,0.000009720407,0.0004674638],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02099783,"threshold_uncertainty_score":0.0913884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01094406919040784,"score_gpt":0.3346949860475079,"score_spread":0.3237509168571,"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."}}