{"id":"W6911974763","doi":"10.5281/zenodo.15109562","title":"Regulatory Landscape for Insulin Patch Pumps: A North American Perspective","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Insulin delivery; Insulin; Compliance (psychology); Glycemic; Insulin pump","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":[0.01832067,0.0005572541,0.0006300135,0.001986861,0.004362869,0.00941616,0.00260753,0.00907679,0.008562086],"category_scores_gemma":[0.01598937,0.0004618264,0.001111552,0.002881469,0.004862627,0.004916819,0.002175681,0.01193252,0.001162297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01518491,"about_ca_system_score_gemma":0.04810717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1234647,"about_ca_topic_score_gemma":0.1543858,"domain_scores_codex":[0.9903404,0.001956149,0.0006308808,0.00107592,0.004696567,0.001300097],"domain_scores_gemma":[0.9768866,0.007519033,0.002502276,0.0004216862,0.01017958,0.00249084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003425293,0.0008191274,0.01274653,0.001397863,0.00009398515,0.001440311,0.002498509,0.001351769,0.004317458,0.3790401,0.2426175,0.3533343],"study_design_scores_gemma":[0.00006176311,0.0002873743,0.01659834,0.002436012,0.0001273772,0.001121639,0.002572376,0.0006940833,0.001132861,0.01919914,0.9556248,0.0001441763],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01316539,0.1286994,0.005326775,0.7224324,0.003261207,0.00008691456,0.0003345789,0.0001603578,0.1265329],"genre_scores_gemma":[0.216714,0.2556223,0.01056999,0.4715751,0.007570915,0.0002004598,0.0004782315,0.0001844567,0.03708454],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1234647,"threshold_uncertainty_score":0.2454921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01929336571328335,"score_gpt":0.271668493106805,"score_spread":0.2523751273935216,"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."}}