{"id":"W4406570117","doi":"10.1016/b978-0-44-313219-3.00123-4","title":"Hydrogen production: Nuclear methods","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Hydrogen production; Production (economics); 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":[0.0002371005,0.0009474497,0.0006981023,0.001037915,0.000582171,0.0015446,0.0008145556,0.001075924,0.07907324],"category_scores_gemma":[0.0002332435,0.0005847305,0.000359275,0.001524812,0.0007326422,0.001890139,0.001306896,0.001510967,0.04044131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007364341,"about_ca_system_score_gemma":0.0004928784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000869114,"about_ca_topic_score_gemma":0.002048811,"domain_scores_codex":[0.9998319,0.00001327758,0.000005004601,0.00002940024,0.0001101567,0.00001023283],"domain_scores_gemma":[0.9999481,0.00001791259,0.000002371231,0.00001340875,0.00001372484,0.000004414776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004000396,0.00009259584,0.00008591618,0.001039486,0.00001499543,0.0001043397,0.0001859668,0.001977609,0.009519679,0.1304001,0.1776727,0.6788667],"study_design_scores_gemma":[0.0000041936,0.00001901374,0.0001268214,0.000136584,0.000004039712,0.0001434478,0.00003436999,0.0006404765,0.002872614,0.02434915,0.971661,0.000008207271],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001247505,0.0639647,0.03224754,0.0009691056,0.001538106,0.00004856798,0.0002820161,0.0004992503,0.8992032],"genre_scores_gemma":[0.008474928,0.03927997,0.01000542,0.0003732923,0.000452185,0.00006252838,0.0003813418,0.0002898721,0.9406805],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.07907324,"threshold_uncertainty_score":0.2645263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01720333512714042,"score_gpt":0.2669245643607094,"score_spread":0.249721229233569,"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."}}