{"id":"W7081964560","doi":"10.1016/j.enconman.2025.120480","title":"Experimental investigation and performance assessment of magnesium-based hydrogen generation","year":2025,"lang":"en","type":"article","venue":"Energy Conversion and Management","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Hydrogen production; Hydrogen; Magnesium; Hydrogen storage; Distillation; Microstructure; Hydrolysis","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":[0.0005296079,0.0005570414,0.0004684707,0.0003790773,0.0004320726,0.0003120072,0.000845237,0.0008655508,0.001360556],"category_scores_gemma":[0.0006513828,0.0002373662,0.0003604729,0.0005012901,0.0003480319,0.0003606177,0.0004410175,0.000374717,0.0004922398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003554637,"about_ca_system_score_gemma":0.0002607852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000761504,"about_ca_topic_score_gemma":0.001023176,"domain_scores_codex":[0.9994115,0.00008073397,0.00007224334,0.000115772,0.0002460948,0.0000736737],"domain_scores_gemma":[0.9997242,0.00006387259,0.00006101157,0.00005686898,0.0000746443,0.00001945449],"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":[0.0003324727,0.0001161596,0.000381531,0.0002345895,0.00001094699,0.000101398,0.00005618562,0.0006336294,0.9950697,0.00008699187,0.00006947752,0.002906835],"study_design_scores_gemma":[0.00001846533,0.000701527,0.000653863,0.000004567919,0.00001161005,0.00004128553,0.0000201266,0.0009480153,0.9966438,0.00001834723,0.0009310609,0.000007477479],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902039,0.0003647645,0.006514281,0.00005476189,0.00002973941,0.0002816441,0.0005735038,0.000129044,0.001848375],"genre_scores_gemma":[0.9848576,0.000519042,0.01279736,0.0000341546,0.00001468349,0.0002309636,0.000343767,0.0000283042,0.001174165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001360556,"threshold_uncertainty_score":0.00455153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01049256955187762,"score_gpt":0.2190629101544046,"score_spread":0.208570340602527,"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."}}