{"id":"W3081939823","doi":"10.1002/er.5895","title":"Hydrogen energy related research and development efforts in Canada: A perspective","year":2020,"lang":"en","type":"article","venue":"International Journal of Energy Research","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Fundamental Research Funds for the Central Universities; Engineering and Physical Sciences Research Council; Medical Research Council; Natural Sciences and Engineering Research Council of Canada; Office of Science; Natural Resources Canada; National Aeronautics and Space Administration; China Scholarship Council; National Key Research and Development Program of China; Science and Technology Facilities Council; National Research Council Canada; University of Toronto; Medical Research Council Canada; National Natural Science Foundation of China; U.S. Department of Energy; Heart and Stroke Foundation of Canada; National Institutes of Health; Canada Research Chairs; Deutsche Forschungsgemeinschaft; Luonnontieteiden ja Tekniikan Tutkimuksen Toimikunta; University of Alberta; Canadian Institutes of Health Research; National Science Foundation","keywords":"Perspective (graphical); Hydrogen; Hydrogen fuel; Engineering physics; Engineering; Computer science; Physics; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002253526,0.0001920393,0.0003939779,0.001131044,0.0001393497,0.0001063237,0.00109235,0.0001156686,0.0002071314],"category_scores_gemma":[0.0008648878,0.0001750543,0.00005949091,0.0009676436,0.0001857642,0.0002507655,0.0004689974,0.000842208,0.000008886644],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004236627,"about_ca_system_score_gemma":0.00660304,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8901791,"about_ca_topic_score_gemma":0.8817269,"domain_scores_codex":[0.9935515,0.0008275119,0.0009949369,0.0004282901,0.003503556,0.0006942067],"domain_scores_gemma":[0.9951533,0.000634141,0.0002122107,0.0001793062,0.003291336,0.0005297095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003075211,0.0007708216,0.02266483,0.00006204196,0.003590822,0.03334619,0.00919596,0.1627796,0.0206288,0.6585463,0.02016805,0.06517138],"study_design_scores_gemma":[0.004119339,0.0006326482,0.00265046,0.0005155518,0.000008004828,0.001650201,0.008033927,0.006847154,0.07935847,0.01136603,0.8841878,0.0006304294],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9525405,0.003355364,0.0001400999,0.00881758,0.0008239231,0.00008112975,0.000006478186,0.00001916988,0.03421577],"genre_scores_gemma":[0.9972152,0.0003772929,0.0001370486,0.0001634206,0.0005620182,0.00001924917,0.000009605156,0.00004539912,0.001470778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8640198,"threshold_uncertainty_score":0.9995859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07581265563197057,"score_gpt":0.3419205805568142,"score_spread":0.2661079249248437,"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."}}