{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005885079,0.001080859,0.0008852581,0.007776496,0.01275365,0.01331633,0.003369516,0.007511001,0.01816359],"category_scores_gemma":[0.007043813,0.0005855218,0.001061622,0.01251849,0.00438397,0.004747614,0.00468414,0.005161019,0.00195774],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2076331,"about_ca_system_score_gemma":0.5716398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9834052,"about_ca_topic_score_gemma":0.9896138,"domain_scores_codex":[0.9926633,0.0004552145,0.0003378933,0.0003507498,0.003552095,0.002640905],"domain_scores_gemma":[0.9777504,0.0008330718,0.0005421303,0.0001240134,0.01328205,0.007468498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003186537,0.0004914123,0.01098047,0.005048501,0.0001343217,0.002227532,0.001818765,0.001216074,0.001455678,0.1720387,0.5694727,0.2347973],"study_design_scores_gemma":[0.00004965789,0.00009175739,0.01299444,0.002525146,0.00005117599,0.0002411045,0.004402742,0.0003872411,0.0004852105,0.00433646,0.9743466,0.00008841406],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.009443292,0.2768191,0.0006899126,0.6044036,0.009010702,0.0001516145,0.002858785,0.0001631687,0.09645983],"genre_scores_gemma":[0.1182715,0.6397538,0.006560734,0.1352593,0.002330777,0.0001357559,0.003262037,0.0001618078,0.0942644],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7923669,"threshold_uncertainty_score":0.9190332,"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."}}