{"id":"W2333943581","doi":"10.1021/ie4043938","title":"Safe-Parking of a Hydrogen Production Unit","year":2014,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; McMaster University","keywords":"Production (economics); Hydrogen production; Hydrogen; Unit (ring theory); Environmental science; Computer science; Process engineering; Chemistry; Engineering; Mathematics; Organic chemistry; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004075613,0.0005151473,0.0006249743,0.0003011826,0.0008553324,0.0008531595,0.0008605374,0.001029908,0.003286842],"category_scores_gemma":[0.0007822362,0.0003498082,0.0004309154,0.0001592181,0.000848337,0.0008346837,0.001111253,0.0006007763,0.0003828204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004886916,"about_ca_system_score_gemma":0.001310764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003614562,"about_ca_topic_score_gemma":0.001477282,"domain_scores_codex":[0.9997216,0.00006869019,0.00001167112,0.00005785943,0.00007334444,0.00006682993],"domain_scores_gemma":[0.9997284,0.00008555892,0.00004065489,0.00003321542,0.00005853126,0.00005365897],"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":[0.0003885195,0.00005446185,0.001044358,0.0001086021,0.00002094558,0.0008802381,0.0001730367,0.9594182,0.01201441,0.00814137,0.0005213061,0.01723455],"study_design_scores_gemma":[0.00002163741,0.0001950112,0.0001968962,0.000006892023,0.00000843868,0.00007356807,0.00004779197,0.9917046,0.004691039,0.002343904,0.0007003048,0.00001002942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4321462,0.0002906403,0.5551037,0.0003764976,0.0001388533,0.0001811771,0.0001479631,0.001182094,0.01043285],"genre_scores_gemma":[0.9905963,0.00002725153,0.007903918,0.00001547841,0.000004848735,0.00002236847,0.00002311336,0.00001104251,0.001395742],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003614562,"threshold_uncertainty_score":0.01099557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09429227394767313,"score_gpt":0.298741700606694,"score_spread":0.2044494266590208,"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."}}