{"id":"W4393103530","doi":"10.56007/arrivet.v1i1.14","title":"Hybrid Wind-Solar Energy System for Remote Locations in Northern Alberta","year":2023,"lang":"en","type":"article","venue":"Applied Research Results in Vocational Education & Training","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakeland College; Northern Alberta Institute of Technology","funders":"Alberta Innovates","keywords":"Meteorology; Remote sensing; Environmental science; Solar energy; Solar wind; Geology; Geography; Engineering; Physics; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0001119043,0.0004189033,0.0002808454,0.000225215,0.001051861,0.0007888073,0.0006449755,0.0003740944,0.002328671],"category_scores_gemma":[0.0001039363,0.000156308,0.000297356,0.0004468449,0.0003332578,0.0002624817,0.0003510132,0.000295628,0.0001746747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003201298,"about_ca_system_score_gemma":0.002901695,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5901772,"about_ca_topic_score_gemma":0.7662775,"domain_scores_codex":[0.9999286,0.000009200495,0.00000183544,0.0000111616,0.00002398981,0.000025307],"domain_scores_gemma":[0.9999487,0.000009705962,0.000004450618,0.000002666191,0.00002238655,0.00001206533],"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":[0.0002215622,0.0001014906,0.01035606,0.00006494763,0.00002679138,0.0006884344,0.00008451498,0.9725317,0.004735098,0.001375029,0.001526034,0.008288396],"study_design_scores_gemma":[0.00008238824,0.000135591,0.01702272,0.00001086259,0.00003358252,0.0000583237,0.0004746194,0.9777309,0.00174467,0.000540728,0.002138388,0.00002717412],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9565711,0.0002085777,0.007764583,0.000183041,0.00003306035,0.0000862747,0.0007095817,0.0002633516,0.03418051],"genre_scores_gemma":[0.99522,0.00004584807,0.001088615,0.0000111985,0.000001648832,0.00001207615,0.0002257651,0.000005884026,0.003388969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4098228,"threshold_uncertainty_score":0.8244727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05077655080288442,"score_gpt":0.3167303645213909,"score_spread":0.2659538137185065,"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."}}