{"id":"W2033979411","doi":"10.1088/0953-8984/26/35/353001","title":"Electrocatalysis of borohydride oxidation: a review of density functional theory approach combined with experimental validation","year":2014,"lang":"en","type":"review","venue":"Journal of Physics Condensed Matter","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Borohydride; Electrocatalyst; Density functional theory; Catalysis; Chemistry; Fuel cells; Adsorption; Computational chemistry; Materials science; Combinatorial chemistry; Electrochemistry; Chemical engineering; Physical chemistry; Organic chemistry; Electrode; Engineering","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"],"consensus_categories":[],"category_scores_codex":[0.001019435,0.0005055221,0.002804228,0.0002991932,0.00005471118,0.00001786232,0.0004304579,0.0001947694,0.0003326903],"category_scores_gemma":[0.00004992835,0.0003765139,0.001103323,0.0006147234,0.0001421423,0.0003048767,0.0000722906,0.0004793527,0.00003286761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002898,"about_ca_system_score_gemma":0.0004559531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001289936,"about_ca_topic_score_gemma":9.70423e-7,"domain_scores_codex":[0.9960931,0.0005976051,0.001627266,0.000327404,0.001102798,0.0002518613],"domain_scores_gemma":[0.993608,0.0002600353,0.004366594,0.0006047718,0.001066804,0.00009376887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004640344,0.005566017,0.00008998727,0.5348504,0.03154628,0.00006529719,0.0005967479,0.000896895,0.08292013,0.07121675,0.03382469,0.2337864],"study_design_scores_gemma":[0.005086795,0.002750459,0.00001670416,0.118067,0.02376141,0.00132148,0.0000839733,0.00003876842,0.6881942,0.003433318,0.1550751,0.002170823],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001675489,0.9849262,0.01128485,0.00003530468,0.0001649372,0.0004171379,0.000004206825,0.00001689563,0.00147501],"genre_scores_gemma":[0.02732764,0.9688411,0.001085176,0.0004223466,0.0005353451,0.00004295891,0.001089333,0.0001792149,0.000476919],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6052741,"threshold_uncertainty_score":0.9998687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01631991480065465,"score_gpt":0.2545476430265828,"score_spread":0.2382277282259282,"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."}}