{"id":"W2968449927","doi":"10.1021/acsnano.9b05226","title":"Single Atomic Vacancy Catalysis","year":2019,"lang":"en","type":"article","venue":"ACS Nano","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":157,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Air Force Office of Scientific Research; Division of Electrical, Communications and Cyber Systems; Division of Civil, Mechanical and Manufacturing Innovation","keywords":"Vacancy defect; Tafel equation; Catalysis; Atom (system on chip); Transition metal; Materials science; Chemical physics; Strain (injury); Electrical resistivity and conductivity; Nanotechnology; Chemistry; Condensed matter physics; Electrochemistry; Crystallography; Physical chemistry; Physics; Electrode; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001441398,0.000262538,0.000296418,0.0002741432,0.0001814967,0.0005666097,0.0006553484,0.0003403187,0.003349613],"category_scores_gemma":[0.0003605192,0.00009377961,0.0002026398,0.0001739477,0.0001584394,0.0003018139,0.0002685107,0.0004398173,0.00086105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003692667,"about_ca_system_score_gemma":0.0001638586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008952407,"about_ca_topic_score_gemma":0.001716584,"domain_scores_codex":[0.999814,0.00001251344,0.000008336729,0.00004484845,0.00008075,0.0000395032],"domain_scores_gemma":[0.9999088,0.0000246441,0.00001472232,0.00001636449,0.0000214401,0.00001394562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002711567,0.0001343317,0.001761686,0.0006724887,0.00007996205,0.0004555516,0.00006292781,0.001346245,0.9198514,0.01866678,0.005532255,0.05116517],"study_design_scores_gemma":[0.00002869103,0.0001754362,0.0009133511,0.00001397665,0.00003165589,0.0005457276,0.00003219641,0.01309675,0.9630941,0.002292809,0.01976404,0.00001125418],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9260654,0.01014551,0.02387334,0.001326113,0.001584506,0.00008132364,0.0008175023,0.0006176881,0.03548859],"genre_scores_gemma":[0.9921795,0.0008661806,0.003083514,0.00009290063,0.00003082881,0.00001059068,0.0003521431,0.00002001288,0.003364117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003349613,"threshold_uncertainty_score":0.01120555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006212736194671498,"score_gpt":0.1980928323534073,"score_spread":0.1918800961587358,"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."}}