{"id":"W4404581755","doi":"10.1016/j.est.2024.114415","title":"The role of long-term hydrogen storage in decarbonizing remote communities in Canada: An optimization framework with economic, environmental and social objectives","year":2024,"lang":"en","type":"article","venue":"Journal of Energy Storage","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Term (time); Long-term care; Business; Environmental economics; Natural resource economics; Environmental resource management; Environmental science; Environmental planning; Economics; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004272703,0.0001832743,0.0003617091,0.0002234439,0.0001121171,0.00006928946,0.0002550209,0.00008829346,0.0000245658],"category_scores_gemma":[0.000006257907,0.0001429849,0.0000498019,0.00008767941,0.0001186237,0.0003220813,0.00005794301,0.0002850762,1.404145e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001603377,"about_ca_system_score_gemma":0.0006218004,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5613162,"about_ca_topic_score_gemma":0.9420639,"domain_scores_codex":[0.9984251,0.0003929038,0.0005674524,0.000136137,0.0002379552,0.000240479],"domain_scores_gemma":[0.9991626,0.0002579384,0.0003121048,0.0001840104,0.0000151237,0.00006824044],"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":[0.0001155105,0.00002477635,0.01159336,0.00001527485,0.0001263453,0.0002469244,0.002169583,0.9770721,0.0003820322,0.001200898,0.000002888717,0.007050304],"study_design_scores_gemma":[0.002717361,0.0007372127,0.03992408,0.001638126,0.00016793,0.001050785,0.04508618,0.8896025,0.009451002,0.001898422,0.006458669,0.001267743],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922059,0.006058645,0.0009373355,0.00003834078,0.0002364021,0.00003593649,0.000008533312,0.000006981282,0.0004719507],"genre_scores_gemma":[0.9988623,0.0005171719,0.0002880204,0.00001676227,0.0002134077,0.000002403858,0.00001010224,0.00004526314,0.00004457782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3807477,"threshold_uncertainty_score":0.5830755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005993714021664795,"score_gpt":0.1966851709405891,"score_spread":0.1906914569189243,"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."}}