{"id":"W7081918072","doi":"10.1016/j.enconman.2025.120503","title":"Experimental evaluation of ammonium formate as a potential hydrogen storage option","year":2025,"lang":"en","type":"article","venue":"Energy Conversion and Management","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Electrochemistry; Hydrogen storage; Formate; Energy storage; Hydrogen; Ammonium formate; Hydrogen peroxide; Electrode; Sodium formate","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":[0.0006001985,0.0007114686,0.0004151181,0.000388424,0.0003966109,0.0004335635,0.0007955627,0.0009451727,0.001728011],"category_scores_gemma":[0.000619026,0.0002390834,0.0003284314,0.0006502396,0.0002786307,0.0003969214,0.0003579471,0.0004535669,0.0005508654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003178274,"about_ca_system_score_gemma":0.0002826613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001128381,"about_ca_topic_score_gemma":0.002271337,"domain_scores_codex":[0.9994243,0.00007917112,0.00005376926,0.0001163288,0.0002434118,0.00008310127],"domain_scores_gemma":[0.9995958,0.00007430504,0.00005250747,0.00004435962,0.0002087162,0.00002417439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001255282,0.00007938994,0.0001864489,0.0002057907,0.000008522321,0.0001057432,0.00004235058,0.0001931887,0.9969218,0.00008378023,0.00008210893,0.00196535],"study_design_scores_gemma":[0.00001005183,0.000727049,0.0005686149,0.000009287115,0.00001348573,0.00006461221,0.0000504959,0.0004209685,0.9970871,0.00002594348,0.001015087,0.000007320437],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890884,0.001245931,0.005341377,0.0001097491,0.0000660377,0.0001805449,0.0008068382,0.0001140415,0.003047118],"genre_scores_gemma":[0.9817691,0.0021015,0.01164133,0.00006770824,0.00002489963,0.00016793,0.0007734839,0.00002538037,0.003428708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001728011,"threshold_uncertainty_score":0.005780756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008590136151476574,"score_gpt":0.2328608669927221,"score_spread":0.2242707308412455,"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."}}