{"id":"W4403171622","doi":"10.22541/au.172828805.50725331/v1","title":"Environmental impact and satisfaction associated with ENT ePrescriptions: A quality improvement study","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Otorhinolaryngology; Intervention (counseling); Head and neck surgery; Patient satisfaction; Quality management; Medicine; Carbon footprint; Family medicine; Physical therapy; Nursing; Operations management; Surgery; Engineering","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":[0.007736625,0.0003080196,0.0004804861,0.0007722324,0.0006317674,0.0007778099,0.0004696775,0.0004728743,0.002597684],"category_scores_gemma":[0.01597917,0.0002709517,0.001203185,0.001589214,0.0005944252,0.000655033,0.00101944,0.0008403763,0.00021345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001437025,"about_ca_system_score_gemma":0.001619014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003698549,"about_ca_topic_score_gemma":0.005944627,"domain_scores_codex":[0.9937587,0.003103044,0.0006781031,0.0003514964,0.001553105,0.0005556166],"domain_scores_gemma":[0.9836501,0.004757973,0.006675819,0.0007564542,0.002417159,0.001742305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002838659,0.009501319,0.9255176,0.0004054509,0.0004119262,0.00006793396,0.001879201,0.0003225894,0.000582254,0.00004412902,0.0004837018,0.05794515],"study_design_scores_gemma":[0.0002083991,0.006460598,0.9910863,0.00002917806,0.000152968,0.00004640575,0.0007466121,0.0003560079,0.0003710855,0.00001463926,0.0005123544,0.00001537197],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986917,0.0001288449,0.000216261,0.000117143,0.000007402633,0.0001254885,0.0001705943,0.000009030746,0.0005336467],"genre_scores_gemma":[0.9984993,0.0001053584,0.0006621568,0.0001013557,0.00001993352,0.0001526539,0.0002058592,0.000004359331,0.0002490936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007736625,"threshold_uncertainty_score":0.04091567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07788874430497582,"score_gpt":0.3812596644512416,"score_spread":0.3033709201462658,"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."}}