{"id":"W3147952866","doi":"10.18280/ijsdp.160118","title":"Techno-Economical Optimization of PV/Wind/Fuel Cell Hybrid System in Adrar Region (Algeria)","year":2021,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fuel cells; Wind power; Environmental science; Photovoltaic system; Automotive engineering; Meteorology; Engineering; Geography; Electrical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005281684,0.0006817657,0.000763017,0.0006203703,0.0005172148,0.001574476,0.0005581817,0.0009516013,0.002434046],"category_scores_gemma":[0.0004598645,0.0004249162,0.0008071178,0.0004848678,0.0003719064,0.0004271521,0.0005286837,0.0004735414,0.0001887397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001383669,"about_ca_system_score_gemma":0.000997083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02367429,"about_ca_topic_score_gemma":0.02226611,"domain_scores_codex":[0.9998232,0.00007094493,0.000006294314,0.00002057172,0.00003223283,0.00004684766],"domain_scores_gemma":[0.9998258,0.00008310485,0.00003100034,0.000006062436,0.00003690077,0.00001714951],"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":[0.00003058608,0.00001637495,0.0004856189,0.00002401297,0.00002060383,0.00009246605,0.000007823188,0.9972484,0.0004689365,0.000440877,0.0001378421,0.001026594],"study_design_scores_gemma":[0.0000104083,0.00006114739,0.0007528589,0.00000650283,0.00002043664,0.00001681836,0.00004196379,0.9982978,0.0002257905,0.000332631,0.0002290323,0.000004706716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8552837,0.001904076,0.09180963,0.0008711795,0.00008924025,0.0002014093,0.000758749,0.0001916675,0.0488904],"genre_scores_gemma":[0.9942414,0.0002127419,0.002699691,0.00003112538,0.000004873167,0.00005626647,0.00008065582,0.00001325133,0.002660071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02367429,"threshold_uncertainty_score":0.04707295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0100017653475888,"score_gpt":0.2122708243984332,"score_spread":0.2022690590508444,"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."}}