{"id":"W4387842837","doi":"10.1016/j.enconman.2023.117686","title":"A Free and open-source microgrid optimization tool: SAMA the solar alone Multi-Objective Advisor","year":2023,"lang":"en","type":"article","venue":"Energy Conversion and Management","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Microgrid; Sizing; Renewable energy; Grid; Software; Computer science; Particle swarm optimization; Industrial engineering; Systems engineering; Simulation; Reliability engineering; Engineering; Electrical engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006742724,0.001253355,0.0008280054,0.0007682054,0.0004509535,0.0007567068,0.00146005,0.001009793,0.09061015],"category_scores_gemma":[0.002526378,0.0006690371,0.0009460096,0.0006484737,0.0001858772,0.0009218832,0.0008685944,0.001500256,0.01257569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003766912,"about_ca_system_score_gemma":0.0009886893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003197358,"about_ca_topic_score_gemma":0.00739322,"domain_scores_codex":[0.9998558,0.0000415563,0.000008864496,0.00002471033,0.00004617845,0.00002304407],"domain_scores_gemma":[0.999283,0.0004396075,0.00004065294,0.00006673184,0.000126589,0.00004342349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005900855,0.0004139551,0.002957406,0.001630383,0.0003344307,0.0003488737,0.0002066748,0.3935654,0.005437789,0.01251189,0.3233044,0.2586986],"study_design_scores_gemma":[0.0004289145,0.00009219238,0.0007247095,0.00009055401,0.00004945383,0.0001014401,0.00004826752,0.9187546,0.003498052,0.007331871,0.06883121,0.0000487556],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.03815664,0.0007184974,0.6346632,0.0009406904,0.0006869189,0.0003527313,0.03008208,0.2117449,0.08265435],"genre_scores_gemma":[0.2765614,0.0006528738,0.6078019,0.0008778539,0.0001697298,0.001369892,0.02490056,0.03923398,0.04843187],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.09061015,"threshold_uncertainty_score":0.3031211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01248800988642138,"score_gpt":0.2174544673807476,"score_spread":0.2049664574943262,"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."}}