{"id":"W3111430521","doi":"10.1371/journal.pone.0243139","title":"Development platform for artificial pancreas algorithms","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Diabetes Management and Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal; Montreal Clinical Research Institute","funders":"","keywords":"Computer science; Cloud computing; Debugging; Algorithm; Plug-in; Virtual machine; Graphical user interface; Python (programming language); Embedded system; Machine learning; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.0001329428,0.00007553318,0.0001961861,0.00004442418,0.00006312043,0.00002225096,0.00007111298,0.00003631279,0.0002260856],"category_scores_gemma":[0.0001306423,0.00006317267,0.00003830663,0.0001196447,0.00002097716,0.00004365182,0.00005731544,0.00008964192,0.0003058113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002849416,"about_ca_system_score_gemma":0.00005996028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.412494e-7,"about_ca_topic_score_gemma":9.075736e-7,"domain_scores_codex":[0.9990433,0.000003326168,0.0001538641,0.0001705014,0.0003737164,0.0002552358],"domain_scores_gemma":[0.9996099,0.00003037655,0.00002278219,0.00009013121,0.00007239967,0.0001744024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002572108,0.009512573,0.01090083,0.006391325,0.005095076,0.0001044726,0.003384317,0.000002986564,0.2261572,0.004237128,0.02472658,0.7069154],"study_design_scores_gemma":[0.006019639,0.00220828,0.01117504,0.0007126578,0.000966394,5.358589e-7,0.0006764542,0.03693521,0.7281712,0.001088895,0.2113208,0.0007249756],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970553,0.0001022434,0.001147307,0.01014146,0.00004366889,0.001658364,0.000008227272,0.0001752939,0.01617043],"genre_scores_gemma":[0.7834724,0.00003537689,0.1898287,0.004557068,0.002424991,0.0005021699,0.0003581964,0.00009432065,0.01872681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7061904,"threshold_uncertainty_score":0.3930687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2256328020323321,"score_gpt":0.3010061828360659,"score_spread":0.07537338080373379,"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."}}