{"id":"W4393054009","doi":"10.36648/2386-5180.22.10.436","title":"Competitors who have type 1 diabetes (T1D) encounter new Challenges","year":2022,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Competitor analysis; Type 2 diabetes; Type 1 diabetes; Diabetes mellitus; Medicine; Economics; Endocrinology; Management","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":[0.00447717,0.0005230361,0.0009409407,0.0009124724,0.003819585,0.01182687,0.001170827,0.008595199,0.08151696],"category_scores_gemma":[0.0122788,0.0002251463,0.0005687656,0.001322442,0.001739447,0.004521371,0.004145143,0.00507742,0.01361004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002118314,"about_ca_system_score_gemma":0.006637788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0088198,"about_ca_topic_score_gemma":0.01691073,"domain_scores_codex":[0.9959223,0.0009847422,0.0001539681,0.0003292238,0.001083189,0.001526508],"domain_scores_gemma":[0.9795336,0.002864046,0.001485761,0.0001516092,0.002551341,0.0134137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002434024,0.000396612,0.03874185,0.00101845,0.0000511542,0.001866766,0.006722298,0.0001048549,0.0008214986,0.01577853,0.771008,0.1632467],"study_design_scores_gemma":[0.00008098093,0.0002714376,0.02822482,0.001476378,0.00004993622,0.001448482,0.0362911,0.0001300695,0.0000772254,0.006477619,0.925405,0.00006710501],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02989853,0.02576298,0.000650831,0.8172723,0.01452484,0.00006543966,0.000555371,0.00009133891,0.1111783],"genre_scores_gemma":[0.2258917,0.06710451,0.001698089,0.5616692,0.03583535,0.0001761142,0.001224182,0.0002434832,0.1061575],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08151696,"threshold_uncertainty_score":0.2727014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02353939919953653,"score_gpt":0.2517293532752159,"score_spread":0.2281899540756794,"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."}}