{"id":"W4210429487","doi":"10.1111/dme.14797","title":"User‐driven open‐source artificial pancreas systems and patient‐reported outcomes: A missed opportunity?","year":2022,"lang":"en","type":"review","venue":"Diabetic Medicine","topic":"Diabetes Management and Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Artificial pancreas; Context (archaeology); Diabetes management; Open source; Diabetes mellitus; Randomized controlled trial; MEDLINE; Type 2 diabetes; Knowledge management; Intensive care medicine; Type 1 diabetes; Surgery; Computer science","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.01320935,0.0006245634,0.002410643,0.001378989,0.0002921211,0.003178689,0.001377049,0.002346364,0.002703586],"category_scores_gemma":[0.0282229,0.000313188,0.002355505,0.002022624,0.001224972,0.002713426,0.001418648,0.003354427,0.0005232732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001012047,"about_ca_system_score_gemma":0.003375363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001664724,"about_ca_topic_score_gemma":0.002254475,"domain_scores_codex":[0.9916885,0.005106486,0.001041147,0.0004102899,0.001538763,0.0002148581],"domain_scores_gemma":[0.9650893,0.02867893,0.002925333,0.0005678514,0.00246438,0.0002742035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002692349,0.00009991118,0.0008961051,0.1132867,0.001000696,0.00008969349,0.000421247,0.0002321603,0.0002984211,0.008538595,0.01265173,0.8622155],"study_design_scores_gemma":[0.0002329679,0.0008496951,0.008038617,0.2617106,0.003338812,0.001710151,0.00120085,0.0003485991,0.0007951308,0.009916271,0.7117099,0.0001484853],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001760471,0.9974753,0.0001893901,0.001445154,0.0002408774,0.00001297513,0.00002193533,0.000005008118,0.0004332215],"genre_scores_gemma":[0.004558752,0.992761,0.0006393567,0.00130371,0.0004076982,0.00007236512,0.0000400646,0.000005416304,0.000211683],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.998623,"threshold_uncertainty_score":0.06985849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1915986254074042,"score_gpt":0.3848286840753518,"score_spread":0.1932300586679475,"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."}}