{"id":"W4317521080","doi":"10.1016/j.amjoto.2023.103791","title":"Telemedicine as an environmental ally - The social, financial, and environmental impact of virtual care in the otolaryngology clinic","year":2023,"lang":"en","type":"article","venue":"American Journal of Otolaryngology","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Telemedicine; Rhinology; Patient satisfaction; Family medicine; Otorhinolaryngology; Physical therapy; Health care; Nursing; Surgery","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":[0.001172801,0.0002109314,0.0007591235,0.0003422658,0.0001563266,0.000005785722,0.0002785807,0.00009235014,0.0002817121],"category_scores_gemma":[0.0001635406,0.000121906,0.0001771233,0.0003791101,0.001249776,0.0001207069,0.00006587142,0.0006590469,0.00001523906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001224951,"about_ca_system_score_gemma":0.0003207558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004096279,"about_ca_topic_score_gemma":0.00009984498,"domain_scores_codex":[0.9973206,0.0006401467,0.0009793135,0.0002165923,0.0004192457,0.0004240906],"domain_scores_gemma":[0.9982603,0.000495586,0.0008224855,0.000244015,0.00002509303,0.0001525878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001248049,0.0002558935,0.9271891,0.00002396384,0.0001356455,0.0005005426,0.01906262,0.000002577165,0.004127132,0.0000425246,0.001568236,0.04584374],"study_design_scores_gemma":[0.002841415,0.02527404,0.9280258,0.000021746,0.0001569769,0.002463805,0.03974971,0.0000198704,0.00004846539,0.00004691322,0.0012616,0.00008967712],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956439,0.0004053767,0.00001264503,0.003248491,0.0001037243,0.0004972754,0.00003546484,0.000008609896,0.0000445017],"genre_scores_gemma":[0.9949733,0.001023285,0.00006410231,0.003401438,0.000359123,0.00001756323,0.0001269334,0.00002330031,0.00001094998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04575406,"threshold_uncertainty_score":0.4971182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01479601099511849,"score_gpt":0.3438536363039941,"score_spread":0.3290576253088756,"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."}}