{"id":"W4386714689","doi":"10.3390/pr11092730","title":"Enabling Safe and Sustainable Hydrogen Mobility: Circular Economy-Driven Management of Hydrogen Vehicle Safety","year":2023,"lang":"en","type":"article","venue":"Processes","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Software deployment; Circular economy; Risk analysis (engineering); Environmental economics; Engineering; Computer science; Business","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":[0.002724915,0.0001683222,0.0004398676,0.0004075779,0.0003513352,0.0001359838,0.0006252914,0.00006884516,0.0001497277],"category_scores_gemma":[0.0004973338,0.0001403651,0.0001239246,0.002985127,0.0001471942,0.0005499822,0.0004803648,0.00007916222,0.000170714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004577135,"about_ca_system_score_gemma":0.0001177163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007683521,"about_ca_topic_score_gemma":0.00001472431,"domain_scores_codex":[0.9974133,0.00009651676,0.0007330787,0.000659571,0.0006235595,0.0004739359],"domain_scores_gemma":[0.9980608,0.0004991653,0.0002466739,0.000587054,0.0004755397,0.0001307885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007553554,0.001127064,0.3323425,0.02357852,0.003408999,0.001052982,0.0134307,0.2301335,0.002151767,0.0228536,0.002195203,0.3669699],"study_design_scores_gemma":[0.00166975,0.0001725658,0.008815658,0.0001864807,0.0004854739,0.00001546658,0.04583602,0.0466208,0.02404039,0.534703,0.3364815,0.0009728544],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784296,0.005122832,0.001509577,0.001318865,0.0000246329,0.00042935,0.00001786694,0.0001121841,0.0130351],"genre_scores_gemma":[0.9910343,0.004910643,0.000230299,0.00005224534,0.00002497516,0.00003527979,0.00001191017,0.00001482617,0.003685569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5118494,"threshold_uncertainty_score":0.5723923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03988289196569468,"score_gpt":0.3127880373234384,"score_spread":0.2729051453577437,"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."}}