{"id":"W4412452692","doi":"10.1016/j.ijhydene.2025.150341","title":"A modular MgH2 demonstration tank to store reversibly hydrogen","year":2025,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Hydrogen Storage and Materials","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"Ministère de l'Enseignement Supérieur, de la Recherche Scientifique et de la Formation des Cadres; Centre National pour la Recherche Scientifique et Technique; Fondation OCP; Université Mohammed VI Polytechnique","keywords":"Modular design; Hydrogen storage; Hydrogen; Computer science; Materials science; Process engineering; Chemistry; Engineering; Operating system; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006461519,0.0001960101,0.0003334045,0.0004996776,0.0000878099,0.0001377567,0.00095071,0.000111554,0.0005090804],"category_scores_gemma":[0.0001606354,0.0001802524,0.0001971099,0.0002313096,0.00004979066,0.0004486605,0.0001669261,0.0000910853,0.00009665977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002675577,"about_ca_system_score_gemma":0.0002845047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001591199,"about_ca_topic_score_gemma":0.00005584242,"domain_scores_codex":[0.9978352,0.0001347033,0.0007816657,0.0002583594,0.0007289664,0.0002611414],"domain_scores_gemma":[0.9985516,0.00005195032,0.0003934473,0.0002302799,0.0005935095,0.0001792057],"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":[0.0001762171,0.00008883159,0.00008186121,0.000005134323,0.0001649399,0.0002974416,0.0001191147,0.005635652,0.9838728,0.004518903,0.002623019,0.002416081],"study_design_scores_gemma":[0.0005097999,0.0001001955,0.0000322215,0.0001001823,0.00005105421,0.0002523514,0.00004308164,0.0002036097,0.8906323,0.002936196,0.1049765,0.000162429],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832266,0.0004343416,0.01110387,0.001355813,0.002289724,0.00007301549,0.00003631426,0.00003322767,0.00144713],"genre_scores_gemma":[0.994886,0.00005902057,0.001830783,0.001477383,0.0006095808,0.000009307865,0.00001096622,0.00001827386,0.001098632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1023535,"threshold_uncertainty_score":0.7350482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00925286625201025,"score_gpt":0.2618824114861223,"score_spread":0.2526295452341121,"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."}}