{"id":"W4388824318","doi":"10.3390/asec2023-15497","title":"2030 Ambitions for Hydrogen, Clean Hydrogen, and Green Hydrogen","year":2023,"lang":"en","type":"article","venue":"","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hydrogen production; Hydrogen; Fossil fuel; Renewable energy; Environmental science; Hydrogen economy; Hydrogen fuel; Waste management; Chemistry; Engineering; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001399903,0.0008648839,0.0003622646,0.000705085,0.001745798,0.003246564,0.0008788413,0.003118597,0.04335383],"category_scores_gemma":[0.001321769,0.0002137995,0.0005887662,0.0006924081,0.0005986719,0.002084226,0.003521222,0.002526979,0.01840116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002652947,"about_ca_system_score_gemma":0.00740039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008305961,"about_ca_topic_score_gemma":0.01258551,"domain_scores_codex":[0.9991921,0.00009420383,0.00002401086,0.0000650998,0.0003002764,0.0003243009],"domain_scores_gemma":[0.9991985,0.00003842625,0.0000439339,0.00001873067,0.0002939593,0.0004064487],"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":[0.0002657514,0.0001510998,0.004099184,0.001143583,0.00003229097,0.0005953285,0.0006321812,0.001553379,0.00715192,0.1352947,0.7108639,0.1382166],"study_design_scores_gemma":[0.000008691273,0.00006833029,0.004068541,0.0002164913,0.00001265772,0.0002302763,0.0008617874,0.0004797823,0.0009490965,0.01284104,0.9802371,0.00002625867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03406057,0.02143523,0.0127223,0.1420826,0.01428069,0.0002938849,0.01705295,0.00198496,0.7560868],"genre_scores_gemma":[0.4350056,0.03581626,0.0432166,0.1521949,0.003882307,0.001234153,0.05111011,0.001248888,0.2762911],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04335383,"threshold_uncertainty_score":0.145033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02516920763344868,"score_gpt":0.2513279480638584,"score_spread":0.2261587404304097,"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."}}