{"id":"W4312549864","doi":"10.1039/d2ya00181k","title":"Transition metal quantum dots for the electrocatalytic hydrogen evolution reaction: recent progresses and challenges","year":2022,"lang":"en","type":"article","venue":"Energy Advances","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Electrocatalyst; Transition metal; Hydrogen; Quantum dot; Nanotechnology; Quantum; Materials science; Chemical physics; Chemistry; Catalysis; Physics; Physical chemistry; Quantum mechanics; Electrode; Electrochemistry","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":[0.0003525712,0.0002246083,0.0002119083,0.0001279192,0.0008932895,0.00001887047,0.0002344221,0.00005406504,0.0000413907],"category_scores_gemma":[0.00004437941,0.0001841984,0.0001034957,0.0003506873,0.00009264688,0.0004508617,0.00006051631,0.0001548901,0.000002129001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003161477,"about_ca_system_score_gemma":0.00008298267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003648083,"about_ca_topic_score_gemma":0.00135697,"domain_scores_codex":[0.9983281,0.0001242254,0.0002396617,0.000472951,0.0004375433,0.0003975329],"domain_scores_gemma":[0.999188,0.0002018745,0.00015483,0.0002945107,0.0001001738,0.00006058392],"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":[0.0009176984,0.0002371663,0.000006512091,0.00009619542,0.0004053582,0.000009978748,0.0004243418,0.01448366,0.05383578,0.457559,0.0001274939,0.4718968],"study_design_scores_gemma":[0.0006372495,0.0006187391,0.00004608857,0.000009443285,0.0001588107,0.0001187039,0.0007697103,0.003936604,0.09367895,0.0196699,0.8800622,0.0002936432],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1341072,0.8205087,0.01158326,0.02547137,0.002182934,0.001037075,0.0000239548,0.001013903,0.004071609],"genre_scores_gemma":[0.966155,0.03216366,0.00009248582,0.0001204154,0.0002460824,0.0008047009,0.000150929,0.00004286528,0.0002238503],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8799347,"threshold_uncertainty_score":0.7511393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01565584985741434,"score_gpt":0.2324031815322578,"score_spread":0.2167473316748434,"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."}}