{"id":"W3186482003","doi":"10.1002/er.7086","title":"Hydrogen farm concept: A Perspective for Turkey","year":2021,"lang":"en","type":"article","venue":"International Journal of Energy Research","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Perspective (graphical); Hydrogen; Engineering physics; Materials science; Engineering; Environmental science; Chemistry; Computer science; Artificial intelligence; Organic chemistry","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":[0.001160671,0.0001565341,0.0003288027,0.0005295073,0.0001200557,0.000168345,0.0009592032,0.000116398,0.0004178483],"category_scores_gemma":[0.001571012,0.0001405639,0.0003536722,0.0003882912,0.0001524741,0.0001943861,0.0001932014,0.000343824,0.00001512245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000834398,"about_ca_system_score_gemma":0.001028041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003821432,"about_ca_topic_score_gemma":0.001301855,"domain_scores_codex":[0.9963738,0.0004644405,0.0006332516,0.0003016928,0.001780422,0.0004463963],"domain_scores_gemma":[0.9890644,0.0007362,0.0002516072,0.0002525923,0.009472648,0.0002225593],"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":[0.0004923281,0.000363276,0.0001266493,0.000008690839,0.001780798,0.001794408,0.0008151384,0.09298226,0.05118395,0.8287537,0.008930706,0.01276813],"study_design_scores_gemma":[0.002119061,0.0002359129,0.00003143354,0.0001312819,0.00001888256,0.001362194,0.002756598,0.002029479,0.2659726,0.02707107,0.6980661,0.0002054279],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3265482,0.0243209,0.03179117,0.02619117,0.01684701,0.0004208415,0.0002581104,0.0001585531,0.5734641],"genre_scores_gemma":[0.975228,0.0002221672,0.0007997764,0.0001768445,0.003644091,0.00002716651,0.00003059666,0.00004951396,0.0198219],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8016826,"threshold_uncertainty_score":0.5776888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06164917192618091,"score_gpt":0.3965553572661037,"score_spread":0.3349061853399228,"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."}}