{"id":"W4291465019","doi":"10.3390/hydrogen3030019","title":"Hybrid Renewable Hydrogen Energy Solution for Remote Cold-Climate Open-Pit Mines","year":2022,"lang":"en","type":"article","venue":"Hydrogen","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Haulage; Renewable energy; Hydrogen vehicle; Environmental science; Grid energy storage; Battery (electricity); Electricity; Wind power; Greenhouse gas; Photovoltaic system; Diesel fuel; Waste management; Automotive engineering; Open-pit mining; Energy storage; Engineering; Distributed generation; Hydrogen fuel; Electrical engineering; Mechanical engineering; Mining engineering; Fuel cells","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":[0.00007346688,0.0001797061,0.000312741,0.0001610143,0.0002297767,0.0003257745,0.0005747267,0.0004028468,0.00323929],"category_scores_gemma":[0.0000603884,0.00006680699,0.0002218026,0.0002036175,0.0001186881,0.0005706101,0.0004756176,0.0002312735,0.0005561289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001392239,"about_ca_system_score_gemma":0.0001361051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002817556,"about_ca_topic_score_gemma":0.00114988,"domain_scores_codex":[0.9999435,0.00000482926,0.000002722444,0.00001091673,0.00002446574,0.00001357376],"domain_scores_gemma":[0.9999737,0.000003942781,0.00000330167,0.000004092172,0.000009398071,0.000005504035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001147604,0.0006128922,0.005039348,0.001241121,0.0001659233,0.005085774,0.000315603,0.1042758,0.55101,0.01789504,0.009390823,0.3038202],"study_design_scores_gemma":[0.0002268554,0.001561341,0.006520825,0.0001117393,0.0001271597,0.002220627,0.001192955,0.4849066,0.4211158,0.0169038,0.06502683,0.000085565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.783299,0.002648599,0.1773824,0.0006776724,0.0002726367,0.0001224378,0.0004357406,0.0005608876,0.03460053],"genre_scores_gemma":[0.985128,0.0002997157,0.008719687,0.00003822523,0.00001467401,0.00002068939,0.0001066777,0.00001132934,0.005661002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00323929,"threshold_uncertainty_score":0.01083654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02154184889085254,"score_gpt":0.244078047446908,"score_spread":0.2225361985560555,"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."}}