{"id":"W4403100792","doi":"10.1007/978-3-031-71555-6_5","title":"Integrated Simulation to Evaluate Hydrogen Deployment Strategies","year":2024,"lang":"en","type":"book-chapter","venue":"Springer proceedings in earth and environmental sciences","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Software deployment; Hydrogen; Computer science; Systems engineering; Environmental science; Engineering; Chemistry; Software engineering","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":[0.0006647865,0.0009940095,0.001092092,0.0006795634,0.0004343764,0.0009738207,0.001098377,0.0009556022,0.008075815],"category_scores_gemma":[0.00164257,0.0005678285,0.0006544099,0.0008120663,0.0003839188,0.0008364875,0.0007119244,0.001078681,0.0007232853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001204143,"about_ca_system_score_gemma":0.001049988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01861324,"about_ca_topic_score_gemma":0.016045,"domain_scores_codex":[0.9997175,0.0001043924,0.00001300254,0.00003468493,0.00008807805,0.00004229329],"domain_scores_gemma":[0.9986621,0.0009430993,0.00004046701,0.0001007493,0.00020161,0.00005198034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009069469,0.00009967258,0.0003790759,0.0000311152,0.00002690119,0.00001270539,0.00001128085,0.9880013,0.0006365544,0.001657211,0.001081956,0.007971533],"study_design_scores_gemma":[0.00001452156,0.00002685037,0.00009286284,0.000002884505,0.000004256887,0.000001425589,0.00000577025,0.9986007,0.0004220871,0.0005140185,0.0003122563,0.000002434625],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4188742,0.001792339,0.4356338,0.0009384838,0.0008194337,0.00049582,0.006271074,0.004379368,0.1307956],"genre_scores_gemma":[0.9222217,0.0003972946,0.06434783,0.0001475452,0.00005491962,0.000424738,0.002149762,0.0003661467,0.009889932],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01861324,"threshold_uncertainty_score":0.03700984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02009490232292492,"score_gpt":0.2378160348546685,"score_spread":0.2177211325317436,"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."}}