{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001740892,0.00198161,0.001137561,0.001591306,0.0006659187,0.002462676,0.00395259,0.00119242,0.08828717],"category_scores_gemma":[0.006874587,0.001353556,0.00224592,0.001573493,0.0007509216,0.003896018,0.004175864,0.00346148,0.0401676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007696746,"about_ca_system_score_gemma":0.001966205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002487744,"about_ca_topic_score_gemma":0.003365758,"domain_scores_codex":[0.9990222,0.0001513738,0.00010765,0.0001420325,0.0004258571,0.0001507628],"domain_scores_gemma":[0.9980039,0.0008118241,0.0001374263,0.0004795931,0.0004202514,0.0001470061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007334189,0.0002706046,0.003754752,0.002758666,0.0003349414,0.0006494692,0.0009029878,0.03553805,0.009095777,0.06199665,0.6973323,0.1866324],"study_design_scores_gemma":[0.0003912882,0.00007142103,0.001946362,0.0005006199,0.00006533469,0.0003322896,0.0001720298,0.1376221,0.018374,0.09290332,0.7473991,0.0002221789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.004042387,0.0003601871,0.4343778,0.0005740929,0.0004523516,0.0002206667,0.03058928,0.5003383,0.02904494],"genre_scores_gemma":[0.07407787,0.001112462,0.4016,0.001569416,0.0003038551,0.001833206,0.08871016,0.3912974,0.03949562],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.08828717,"threshold_uncertainty_score":0.29535,"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."}}