{"id":"W4399501565","doi":"10.1177/19322968241252613","title":"Insulin Pump Therapy and Adverse Skin Reactions With Focus on Allergic Contact Dermatitis in Individuals Living With Diabetes Mellitus: A Systematic Review and Clinical-Based Update","year":2024,"lang":"en","type":"review","venue":"Journal of Diabetes Science and Technology","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Insulin pump; Type 1 diabetes; Diabetes mellitus; Adverse effect; Insulin; Allergic contact dermatitis; Dermatology; Allergy; Intensive care medicine; Pediatrics; Internal medicine; Immunology; Endocrinology","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":[0.004686651,0.001078327,0.005867407,0.01095224,0.0004592505,0.002108971,0.001329905,0.001717148,0.003996755],"category_scores_gemma":[0.02180375,0.0006510458,0.004977346,0.01039646,0.000614315,0.001794259,0.00109967,0.0008571252,0.0002734197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001914936,"about_ca_system_score_gemma":0.005941399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005194432,"about_ca_topic_score_gemma":0.0148729,"domain_scores_codex":[0.9952815,0.001119247,0.002359541,0.0003257966,0.0007654199,0.000148551],"domain_scores_gemma":[0.9703958,0.0213405,0.005541414,0.0002997164,0.002193525,0.0002290525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000135872,0.00001870337,0.001099891,0.9554686,0.004417794,0.0001560958,0.0001464035,0.00005149845,0.0001425319,0.0001107731,0.001483592,0.03676829],"study_design_scores_gemma":[0.0001470456,0.0001993611,0.007605622,0.914344,0.05441283,0.0011158,0.0002843351,0.00006404869,0.0001489101,0.0002060857,0.02143745,0.00003446121],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006807931,0.9986497,0.00004671795,0.00013619,0.00006838144,0.00007057955,0.0001852532,0.000003077767,0.0001593275],"genre_scores_gemma":[0.008026459,0.9910506,0.0001887018,0.0003182902,0.00008329586,0.0001197197,0.0001534612,0.000002232159,0.00005723558],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01095224,"threshold_uncertainty_score":0.0247857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02114301185287683,"score_gpt":0.3042406093099356,"score_spread":0.2830975974570588,"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."}}