{"id":"W3009349925","doi":"","title":"Continuous Subcutaneous Insulin Infusion (CSII) Pumps for Type 1 and Type 2 Adult Diabetic Populations: An Evidence-Based Analysis.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Diabetes Management and Research","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Type 1 diabetes; Insulin pump; Type (biology); Continuous glucose monitoring; Insulin; Type 2 diabetes; Internal medicine; Endocrinology; Diabetes mellitus; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004602293,0.0001301871,0.0003247348,0.0004080563,0.0000938882,0.00007866872,0.0001024976,0.00008514796,0.0000374981],"category_scores_gemma":[0.001458071,0.0001058238,0.00007068412,0.001133503,0.00004875885,0.0001492532,0.00002459927,0.0001082765,0.00000880773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004539474,"about_ca_system_score_gemma":0.0000362943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002749324,"about_ca_topic_score_gemma":0.00003467975,"domain_scores_codex":[0.9986871,0.00005845991,0.0002435646,0.0003063727,0.0002950355,0.0004094696],"domain_scores_gemma":[0.9987692,0.0001243852,0.0000712034,0.0003132712,0.0004909995,0.0002309004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001648346,0.0004249458,0.2096594,0.0001605579,0.0002491914,0.00003840135,0.00005748767,0.0001584135,0.0002959661,0.0003973708,0.001029781,0.7858801],"study_design_scores_gemma":[0.001259563,0.001156804,0.9823819,0.00005420723,0.0008792861,0.000001234883,0.00002183844,0.01215404,0.0001314732,0.0005072907,0.001288999,0.0001633451],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932724,0.00125954,0.00009184815,0.002855331,0.000123677,0.001836294,0.000004142837,0.00008366261,0.0004731298],"genre_scores_gemma":[0.9960244,0.000146025,0.0005577952,0.001008755,0.0001237415,0.0001682828,0.0001606248,0.00001427159,0.001796121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7857168,"threshold_uncertainty_score":0.4315371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0903716695534083,"score_gpt":0.3315178177289668,"score_spread":0.2411461481755585,"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."}}