{"id":"W4200512908","doi":"10.2196/preprints.35461","title":"The Impact of Hypoglycemia on Productivity Loss and Utility in Patients With Type 2 Diabetes Treated With Insulin in Real-world Canadian Practice: Protocol for a Prospective Study (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Hypoglycemia; Productivity; Glycemic; Prospective cohort study; Insulin; Diabetes mellitus; Type 2 Diabetes Mellitus; Type 2 diabetes; Intensive care medicine; Emergency medicine; Internal medicine; Endocrinology","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":[0.02236964,0.003012843,0.00388141,0.002993895,0.006398435,0.003033141,0.003074833,0.002554388,0.0300759],"category_scores_gemma":[0.02141698,0.001902168,0.006766161,0.005663889,0.001841341,0.00147051,0.001863429,0.002487588,0.003632274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02825886,"about_ca_system_score_gemma":0.08980925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2326475,"about_ca_topic_score_gemma":0.3007928,"domain_scores_codex":[0.9863218,0.005538108,0.00301043,0.001148874,0.002193634,0.00178708],"domain_scores_gemma":[0.9799997,0.002280877,0.003091874,0.001577424,0.01081335,0.002236821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.3659038,0.05486513,0.09709588,0.05105752,0.004334437,0.001396348,0.006268764,0.01120916,0.003317844,0.008959474,0.1675062,0.2280856],"study_design_scores_gemma":[0.3425479,0.05964624,0.3552662,0.02167582,0.002636676,0.0003204064,0.005845696,0.006104,0.002648109,0.003683675,0.1984581,0.001167179],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.005674225,0.0002155126,0.0005598841,0.0001553382,0.0001036896,0.9843513,0.007679855,0.00002413736,0.001236126],"genre_scores_gemma":[0.004435958,0.000176828,0.001822494,0.0001372873,0.0000236625,0.9913374,0.001747701,0.000002715646,0.0003159731],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7673525,"threshold_uncertainty_score":0.4625868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02609853575680055,"score_gpt":0.3619174772373752,"score_spread":0.3358189414805747,"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."}}