{"id":"W4391381424","doi":"10.1002/cben.202300049","title":"Risk Identification and Safety Technology for Hydrogen Production from Natural Gas Reforming","year":2024,"lang":"en","type":"article","venue":"ChemBioEng Reviews","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Wuhan University of Science and Technology; Wuhan University; Shuangchuang Program of Jiangsu Province; Government of Jiangsu Province; National Natural Science Foundation of China","keywords":"Production (economics); Natural gas; Identification (biology); Hydrogen production; Environmental science; Business; Waste management; Hydrogen; Engineering; 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":[0.002057779,0.0008543269,0.0007076272,0.001656288,0.0004181006,0.001944073,0.0005872418,0.0008272821,0.001563419],"category_scores_gemma":[0.00354366,0.0003340674,0.0009166158,0.0005536299,0.0007618255,0.001400566,0.001044262,0.000873446,0.000245094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001472171,"about_ca_system_score_gemma":0.001391004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001427321,"about_ca_topic_score_gemma":0.0007600504,"domain_scores_codex":[0.9984572,0.0005788496,0.00007592166,0.0001957583,0.0005899082,0.0001023212],"domain_scores_gemma":[0.9983859,0.0009614457,0.0002407933,0.00007416826,0.0002946078,0.00004314133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004109644,0.0002638581,0.01101026,0.001310871,0.0002531883,0.0007878166,0.0003835954,0.3439344,0.02761489,0.3471191,0.004179839,0.2627312],"study_design_scores_gemma":[0.00002622853,0.000385075,0.003236695,0.0001588763,0.0001441556,0.0005153232,0.0002725807,0.808,0.02244519,0.1532473,0.01148195,0.0000866097],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.05196825,0.005098188,0.9324996,0.001096626,0.00008223331,0.0001681118,0.000126789,0.0001591347,0.008801074],"genre_scores_gemma":[0.8515931,0.005438039,0.1374641,0.000128087,0.0001458061,0.0001795789,0.000260351,0.0000312714,0.004759682],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002057779,"threshold_uncertainty_score":0.01088268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04990497781631383,"score_gpt":0.3629916928214081,"score_spread":0.3130867150050943,"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."}}