{"id":"W4401645683","doi":"10.3390/en17164059","title":"A Review of Hydrogen Leak Detection Regulations and Technologies","year":2024,"lang":"en","type":"review","venue":"Energies","topic":"Fire Detection and Safety Systems","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of Ottawa","funders":"Office of Energy Research and Development; Natural Resources Canada; National Research Council Canada","keywords":"Leak; Leak detection; Risk analysis (engineering); Business; Computer science; Environmental science; Engineering; Environmental engineering","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":[0.001139475,0.001139124,0.001162996,0.003780189,0.0005116901,0.001473379,0.001158641,0.001174789,0.006013728],"category_scores_gemma":[0.001740491,0.0005339638,0.0009941369,0.003628282,0.0004667548,0.001997636,0.0007568521,0.001299238,0.002694229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008373564,"about_ca_system_score_gemma":0.002878448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001927366,"about_ca_topic_score_gemma":0.002483393,"domain_scores_codex":[0.9992711,0.0001094969,0.000121804,0.0001198238,0.0003215522,0.00005618391],"domain_scores_gemma":[0.9990715,0.0004655198,0.0001507495,0.00003587855,0.0002453281,0.00003102274],"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":[0.00007242773,0.0001425736,0.0003907174,0.1013119,0.0001655963,0.0003529986,0.0002382379,0.001273346,0.00785535,0.0210423,0.04417715,0.8229774],"study_design_scores_gemma":[0.000003634206,0.00007289738,0.0004260849,0.007406506,0.0001235915,0.0003319482,0.00007373445,0.000101947,0.0015048,0.002018867,0.9879143,0.00002173873],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005627126,0.9911288,0.001021998,0.0006363333,0.0003156416,0.0000292599,0.0002245681,0.00003647862,0.006044255],"genre_scores_gemma":[0.00167984,0.9958254,0.0008443532,0.0002606731,0.0001127149,0.00002335302,0.0001678044,0.000006318352,0.001079588],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006013728,"threshold_uncertainty_score":0.02011788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01983112006446955,"score_gpt":0.2627951068650693,"score_spread":0.2429639868005997,"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."}}