{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001731589,0.0008463404,0.005121539,0.0009365451,0.0002925158,0.0001468553,0.0007546142,0.0003211708,0.0032774],"category_scores_gemma":[0.002724725,0.0005644325,0.0003503934,0.001028954,0.0003152966,0.0001037454,0.001214172,0.001168933,0.00006618454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002200612,"about_ca_system_score_gemma":0.0006589527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001849834,"about_ca_topic_score_gemma":0.000003241647,"domain_scores_codex":[0.9936767,0.0007300698,0.001946852,0.001099832,0.001632618,0.0009138922],"domain_scores_gemma":[0.9953065,0.0009213068,0.0009601051,0.001465256,0.0001533024,0.001193531],"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":[0.00003894312,0.0003871409,0.0006092946,0.0272358,0.001781129,0.0009332392,0.000253018,4.183692e-7,0.000002289167,0.0001565917,0.03140973,0.9371924],"study_design_scores_gemma":[0.001548333,0.001021635,0.00008518106,0.01562081,0.004884712,0.00006419478,0.0009457411,0.0000689907,2.150511e-7,0.00002075537,0.9752429,0.0004965824],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006168658,0.977103,0.000009675614,0.001871381,0.001133658,0.006974354,0.00003304427,0.0001651673,0.01209287],"genre_scores_gemma":[0.0001526735,0.9709506,0.0000322849,0.00116562,0.000416184,0.001225457,0.001345997,0.0002256666,0.02448552],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9438331,"threshold_uncertainty_score":0.9996807,"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."}}