{"id":"W4410592651","doi":"10.1016/b978-0-44-313219-3.00109-x","title":"Hydrogen production: Aluminum-water reactions","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Hydrogen Storage and Materials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Hydrogen production; Production (economics); Environmental science; Hydrogen; Chemistry; Economics","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":[0.000106465,0.001091658,0.0004689356,0.0007174648,0.0004139689,0.001391875,0.0007657599,0.0007015771,0.04630253],"category_scores_gemma":[0.00008305824,0.0004212409,0.0003317875,0.001301634,0.0004041434,0.002139312,0.0007651741,0.00095497,0.02573383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007645896,"about_ca_system_score_gemma":0.0003444489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007572724,"about_ca_topic_score_gemma":0.001320116,"domain_scores_codex":[0.9999365,0.000003205351,0.00000211132,0.00001510859,0.00003451735,0.000008449036],"domain_scores_gemma":[0.9999803,0.000006319556,0.000001765143,0.000003337809,0.000005657174,0.00000263823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001314898,0.0001790898,0.00007926732,0.002335726,0.00001955339,0.0002967145,0.0001411303,0.002100819,0.06614171,0.1050948,0.1290817,0.6943979],"study_design_scores_gemma":[0.00001253217,0.00004269835,0.0001086862,0.0001303228,0.000008754028,0.0001855298,0.00004987774,0.0006200941,0.02254888,0.0218471,0.9544356,0.000009954392],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004624512,0.1048354,0.0145775,0.0009962583,0.002088538,0.00006487183,0.0004268027,0.0006954342,0.8716908],"genre_scores_gemma":[0.02946703,0.07876489,0.005910939,0.0004799029,0.0006208089,0.0000722207,0.000638442,0.0002627558,0.883783],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04630253,"threshold_uncertainty_score":0.1548974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01639344159215158,"score_gpt":0.2406376624210892,"score_spread":0.2242442208289377,"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."}}