{"id":"W4408888009","doi":"10.1177/19160216251328883","title":"Environmental Impact and Provider Satisfaction Associated with ePrescriptions in Otolaryngology: A Quality Improvement Study","year":2025,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Otorhinolaryngology; Medicine; Intervention (counseling); Quality management; Patient satisfaction; Ambulatory; Family medicine; Head and neck surgery; Public health; Physical therapy; Nursing; Internal medicine; Operations management; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004825814,0.0002027187,0.0003477204,0.0006243203,0.000541647,0.0006710671,0.0003451134,0.0004386749,0.002362135],"category_scores_gemma":[0.01410296,0.0002458073,0.0009198376,0.001522493,0.0004313368,0.0006199687,0.0008098503,0.0008060936,0.000165136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001190064,"about_ca_system_score_gemma":0.001515626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005780131,"about_ca_topic_score_gemma":0.008780876,"domain_scores_codex":[0.995956,0.001950957,0.0004719349,0.0002560588,0.0009233474,0.0004416306],"domain_scores_gemma":[0.9866571,0.003718235,0.005875536,0.0004746717,0.001470809,0.001803681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000450973,0.001212862,0.9883474,0.00008293338,0.0001108595,0.00002113994,0.0004479152,0.0000641104,0.0001154225,0.00001146533,0.0001447916,0.008990134],"study_design_scores_gemma":[0.00004613842,0.001144675,0.9978321,0.00001384071,0.00005619762,0.00002577141,0.000454936,0.0001824627,0.00007504991,0.000007211662,0.000155937,0.000005578037],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990323,0.0001338427,0.0001201134,0.0001259433,0.000005687188,0.00006354063,0.0001739376,0.000004132533,0.0003404817],"genre_scores_gemma":[0.9992806,0.00008248842,0.000244663,0.00007137538,0.00001216356,0.00005287779,0.0001278518,0.000002181087,0.0001257823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005780131,"threshold_uncertainty_score":0.02552164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097946471504788,"score_gpt":0.2829637588821727,"score_spread":0.2619842941671248,"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."}}