{"id":"W2149015289","doi":"10.1109/appeec.2011.5749125","title":"Feasibility Study of Stand-Alone PV-Wind-Biomass Hybrid Energy System in Australia","year":2011,"lang":"en","type":"article","venue":"","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Renewable energy; Photovoltaic system; Wind power; Biomass (ecology); Greenhouse gas; Environmental science; Renewable resource; Greenhouse; Meteorology; Environmental engineering; Engineering; Geography; Electrical engineering; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000912112,0.0004350509,0.0009763088,0.0003835413,0.00006096694,0.00002537682,0.000613506,0.0001434092,0.000560064],"category_scores_gemma":[0.00004253765,0.0003766178,0.0001524914,0.0006463325,0.00008918606,0.0002251342,0.0001666411,0.0001394281,0.0000528514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005399568,"about_ca_system_score_gemma":0.0001058257,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4048563,"about_ca_topic_score_gemma":0.06594597,"domain_scores_codex":[0.995802,0.0006483464,0.001424888,0.0008134991,0.0006433912,0.0006679082],"domain_scores_gemma":[0.9977849,0.00007370973,0.0003472037,0.001384549,0.00017623,0.0002334726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001801893,0.01545599,0.8129654,0.00169233,0.001473249,0.002712636,0.008058072,0.02239431,0.02467035,0.1045743,0.002611186,0.001590305],"study_design_scores_gemma":[0.02312654,0.003765024,0.2719471,0.0008580699,0.0003441181,0.0003618367,0.03940317,0.004632164,0.6439631,0.001492464,0.006610189,0.003496215],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9437457,0.00008742486,0.0003568952,0.000003030134,0.0007281021,0.0004096033,0.00001676735,0.0002354596,0.05441705],"genre_scores_gemma":[0.9910769,0.000001577015,0.0001512371,0.00000547614,0.0001073455,0.00005672515,0.00001173638,0.00006319524,0.008525844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6192927,"threshold_uncertainty_score":0.9998686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06719817987571554,"score_gpt":0.2688074435416553,"score_spread":0.2016092636659397,"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."}}