{"id":"W4409549675","doi":"10.1016/j.ijhydene.2025.04.196","title":"Integrating safety management systems in hydrogen production facilities","year":2025,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"HORIZON EUROPE Marie Sklodowska-Curie Actions; UK Research and Innovation","keywords":"Hydrogen production; Production (economics); Environmental science; Hydrogen storage; Hydrogen; Computer science; 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":[0.002672405,0.0001420569,0.0003714169,0.001612951,0.000074107,0.0001648633,0.001222671,0.00006060843,0.0000889515],"category_scores_gemma":[0.0007163922,0.0001055291,0.0002822861,0.0008312873,0.00005991602,0.0004779789,0.0001582136,0.0001614629,0.00001741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003049816,"about_ca_system_score_gemma":0.00009584668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004450677,"about_ca_topic_score_gemma":0.0003666062,"domain_scores_codex":[0.9959142,0.0002861518,0.001653778,0.0002826696,0.001691875,0.0001713835],"domain_scores_gemma":[0.9979881,0.0002591064,0.0006191555,0.0002653655,0.000812436,0.0000558065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005367937,0.0002604108,0.01256495,0.00001279551,0.001530435,0.0003992089,0.0009607664,0.4739918,0.001733178,0.1166368,0.003732983,0.3876398],"study_design_scores_gemma":[0.001714834,0.00008841063,0.002683741,0.0005954241,0.0001295822,0.0003698171,0.01442592,0.04110752,0.01244653,0.1731807,0.7528129,0.0004446476],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8829213,0.005521559,0.04549973,0.01190957,0.006478976,0.0001687855,0.00003258602,0.00003292603,0.04743459],"genre_scores_gemma":[0.9843625,0.0009566683,0.0003101696,0.0001152308,0.0002240354,0.000005358246,0.000004499626,0.000005526334,0.01401603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7490799,"threshold_uncertainty_score":0.4303353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02732474141936834,"score_gpt":0.3207465693879874,"score_spread":0.293421827968619,"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."}}