{"id":"W4280563520","doi":"10.1016/j.ijhydene.2022.04.227","title":"A comprehensive review of hydrogen production and storage: A focus on the role of nanomaterials","year":2022,"lang":"en","type":"review","venue":"International Journal of Hydrogen Energy","topic":"Hydrogen Storage and Materials","field":"Materials Science","cited_by":180,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Peter's Hospital","funders":"","keywords":"Nanomaterials; Hydrogen storage; Hydrogen production; Nanotechnology; Hydrogen; Materials science; Chemistry; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001496997,0.0003928944,0.001979993,0.0003457533,0.00007446053,0.0000386016,0.001196391,0.0001246523,0.001690537],"category_scores_gemma":[0.0004279826,0.0002570792,0.0005946968,0.0001949922,0.0001622061,0.0001734631,0.000368073,0.0001737201,0.00000944269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001594163,"about_ca_system_score_gemma":0.000428382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009776497,"about_ca_topic_score_gemma":0.000002191218,"domain_scores_codex":[0.9951289,0.001066416,0.002071479,0.0003395518,0.001185119,0.0002085898],"domain_scores_gemma":[0.9945713,0.0003434803,0.004076914,0.00042066,0.0004994472,0.00008820911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000405909,0.0007119222,0.000001149045,0.02588522,0.003000995,0.000502345,0.0004221125,0.0001500941,0.4797329,0.005925962,0.001765783,0.4814956],"study_design_scores_gemma":[0.0001033456,0.0001843074,4.741363e-8,0.01485966,0.0004156658,0.001423938,0.0000214767,0.000001030954,0.2174135,0.0005626301,0.7648424,0.0001720217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03524958,0.9623754,0.000002426528,0.0001219704,0.001505558,0.0003202122,0.0002766294,0.00001001901,0.000138208],"genre_scores_gemma":[0.01132926,0.9877091,0.00004483965,0.0001167931,0.0006072826,0.00006439973,0.00003106678,0.00005129815,0.00004593857],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7630766,"threshold_uncertainty_score":0.9999881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03231434765728705,"score_gpt":0.2986325749070707,"score_spread":0.2663182272497836,"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."}}