{"id":"W6938950076","doi":"10.60692/5z1q1-3n255","title":"From the development of an open-source energy modelling tool to its application and the creation of communities of practice: The example of OSeMOSYS","year":2018,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Institute of Technology","funders":"","keywords":"Energy (signal processing); Work (physics); Process (computing); Sustainable development; Resource (disambiguation); Energy planning; Development (topology); Interface (matter); Energy engineering","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":[0.04253769,0.000826965,0.0006695547,0.004440379,0.005052157,0.01241059,0.003064216,0.003453891,0.005884544],"category_scores_gemma":[0.0453526,0.0006653392,0.001300386,0.004767471,0.01241691,0.01919707,0.01712009,0.004145712,0.001574279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006566308,"about_ca_system_score_gemma":0.01507055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005130067,"about_ca_topic_score_gemma":0.005528759,"domain_scores_codex":[0.9749741,0.01582923,0.001487261,0.001622022,0.005339513,0.0007479046],"domain_scores_gemma":[0.9524856,0.02545399,0.002228432,0.01128938,0.006202494,0.002340128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000795314,0.0001593289,0.001911298,0.0005672229,0.00003786667,0.0005220896,0.02961117,0.005384596,0.001845394,0.8408592,0.01051691,0.1085054],"study_design_scores_gemma":[0.0000591603,0.000106756,0.001342358,0.00150565,0.00003277378,0.0003696405,0.01144173,0.01298428,0.002387948,0.3944672,0.5751945,0.0001080256],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0609405,0.001688629,0.7261774,0.04010538,0.0007612294,0.0007786232,0.000532284,0.004165304,0.1648507],"genre_scores_gemma":[0.3637178,0.001760568,0.6042276,0.001306737,0.0001781059,0.0008549916,0.0007997148,0.002061212,0.02509323],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9969358,"threshold_uncertainty_score":0.2249635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03845241259900006,"score_gpt":0.2498520108608771,"score_spread":0.211399598261877,"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."}}