{"id":"W4389994395","doi":"10.21105/joss.05511","title":"otoole: OSeMOSYS Tools for Energy Work","year":2023,"lang":"en","type":"article","venue":"The Journal of Open Source Software","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Python (programming language); Interfacing; Computer science; Workflow; Interoperability; Modular design; Software engineering; Programming language; Extensibility; Process (computing); Database; Operating system; Computer hardware","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":[0.0008939049,0.0001463612,0.0002602079,0.0001183411,0.0001391101,0.0002674824,0.0008975758,0.00009062325,0.00004475754],"category_scores_gemma":[0.0003218233,0.0001001787,0.00009967892,0.0006127125,0.00002031325,0.0004843541,0.00008753079,0.0001750407,0.00002881294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008063846,"about_ca_system_score_gemma":0.00004118995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002662899,"about_ca_topic_score_gemma":0.000009607578,"domain_scores_codex":[0.9989715,0.00007868625,0.0004319589,0.00006770027,0.0002031171,0.000247076],"domain_scores_gemma":[0.9987802,0.0005112443,0.0001705892,0.0002425494,0.000229879,0.00006554977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006038,0.000005020777,0.00005028696,0.00001835786,0.0001057056,0.000004153319,0.0005706467,0.9007456,0.0001574344,0.0001086581,0.07520155,0.02297218],"study_design_scores_gemma":[0.002442139,0.0002952537,0.0006593183,0.001113665,0.000256682,0.000309746,0.003726468,0.07502492,0.008913755,0.001358495,0.9050501,0.0008494902],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03840492,0.0005502228,0.9568888,0.0003382984,0.001381508,0.0003839721,0.00002033944,0.0004481825,0.001583787],"genre_scores_gemma":[0.9726936,0.0003462559,0.01334701,0.0003074993,0.0009971198,0.00006945986,0.00005533374,0.0002837067,0.0119],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9435418,"threshold_uncertainty_score":0.4085167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02669769526729015,"score_gpt":0.2509305277219662,"score_spread":0.2242328324546761,"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."}}