{"id":"W4399685490","doi":"10.2337/db24-599-p","title":"599-P: Automated Insulin Delivery Systems and Physical Activity—Management and Outcomes","year":2024,"lang":"en","type":"article","venue":"Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Insulin resistance; Continuous glucose monitoring; Physical activity; Type 2 diabetes; Post-hoc analysis; Insulin; Animal science; tar (computing); Post hoc; Observational study; Internal medicine; Endocrinology; Insulin delivery; Type 1 diabetes; Diabetes mellitus; Physical therapy; Biology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001783817,0.0003209852,0.0004422832,0.0005487112,0.0002934235,0.001107572,0.0004576572,0.0004121729,0.008542259],"category_scores_gemma":[0.004656569,0.0001369414,0.0006656192,0.001491729,0.000237269,0.0004641307,0.0006116178,0.0006735057,0.001070308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000412045,"about_ca_system_score_gemma":0.0005984862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002123986,"about_ca_topic_score_gemma":0.0008075425,"domain_scores_codex":[0.9987827,0.0005158533,0.0001367277,0.0001775971,0.000311634,0.00007559105],"domain_scores_gemma":[0.9962152,0.001440964,0.001597835,0.000126545,0.0003487423,0.0002706129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006068076,0.001325879,0.8239864,0.001040199,0.0006195909,0.0001051655,0.0001519743,0.0002876414,0.0005251657,0.0001996748,0.003648894,0.1620414],"study_design_scores_gemma":[0.0002250848,0.002179967,0.9924105,0.000329494,0.0003245812,0.0003141946,0.00008750577,0.001051291,0.0002723597,0.0002351385,0.002558713,0.00001114214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970605,0.01252714,0.002149394,0.001076119,0.0002451871,0.0003201779,0.004974907,0.00009353267,0.008008544],"genre_scores_gemma":[0.9889894,0.003235334,0.001933038,0.0002840678,0.0002776701,0.0004161442,0.002435964,0.00001978176,0.002408664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008542259,"threshold_uncertainty_score":0.02857673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657170359904932,"score_gpt":0.2982191284681245,"score_spread":0.2816474248690752,"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."}}