{"id":"W4281917193","doi":"10.1101/2022.06.02.22275169","title":"Canadian Healthcare Providers’ Attitudes Towards Automated Insulin Delivery Systems","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Diabetes Management and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Diabetes Canada; University of Alberta","funders":"","keywords":"Dieticians; CLARITY; Medicine; Insulin delivery; Usability; Family medicine; Cross-sectional study; Health care; Type 1 diabetes; Nursing; Diabetes mellitus; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001866181,0.0001320488,0.0001602786,0.0006668634,0.003236332,0.002309053,0.0006323701,0.0004776175,0.004777845],"category_scores_gemma":[0.008540126,0.0002890776,0.0002723971,0.001587632,0.001221424,0.0005568622,0.0007944563,0.0005984475,0.00018761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01865122,"about_ca_system_score_gemma":0.02069152,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.962555,"about_ca_topic_score_gemma":0.9558467,"domain_scores_codex":[0.9970784,0.000547106,0.0001465788,0.0002097128,0.001486129,0.0005320701],"domain_scores_gemma":[0.9887242,0.0021617,0.002138973,0.0001518093,0.004454314,0.002368974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008852068,0.00009875431,0.9272113,0.0002227459,0.00003663288,0.0003690864,0.03147605,0.0002220216,0.0008146758,0.0003907713,0.004552788,0.03451653],"study_design_scores_gemma":[0.00001657944,0.0001384795,0.9325134,0.0002725066,0.00001725173,0.0002476084,0.05586032,0.0004174773,0.0001537449,0.00005433578,0.01027202,0.00003624109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866281,0.0006434859,0.0001257775,0.002985849,0.00002019434,0.00004046395,0.0003319353,0.000009387309,0.009214641],"genre_scores_gemma":[0.9976112,0.0007122573,0.0002144904,0.0005276529,0.000008242387,0.00001009722,0.00009570354,0.000002932891,0.0008175274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03744501,"threshold_uncertainty_score":0.1353247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04836141315015306,"score_gpt":0.3326143799884941,"score_spread":0.2842529668383411,"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."}}