{"id":"W4319826827","doi":"10.1002/smll.202207941","title":"A Heterogeneous Single Atom Cobalt Catalyst for Highly Efficient Acceptorless Dehydrogenative Coupling Reactions","year":2023,"lang":"en","type":"article","venue":"Small","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Catalysis; Cobalt; Vanadium; Materials science; Atom (system on chip); Density functional theory; Oxide; Metal; Chemical engineering; Inorganic chemistry; Chemistry; Computational chemistry; Organic chemistry; Metallurgy","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":[0.0002955625,0.0002721243,0.0002843837,0.0003034064,0.0003725522,0.00005739758,0.0003555154,0.0001553551,0.00003430917],"category_scores_gemma":[0.0001071647,0.0002814267,0.0002377293,0.0008353617,0.00006725478,0.0000702476,0.0001330823,0.0001398294,0.0004553965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005616194,"about_ca_system_score_gemma":0.00010218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001018268,"about_ca_topic_score_gemma":0.002318534,"domain_scores_codex":[0.9980397,0.000027861,0.0003634468,0.000560738,0.0003233763,0.0006848727],"domain_scores_gemma":[0.9986709,0.0002581616,0.0001684377,0.0004671772,0.0002689531,0.0001664018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000199111,0.0003015713,0.00009524212,0.0001233754,0.0004180003,0.00006709095,0.00081629,0.5694671,0.4071558,0.01762141,0.001156218,0.002578775],"study_design_scores_gemma":[0.001005217,0.0001997943,0.00003584006,0.00005387307,0.0001159145,0.00003158329,0.0002560795,0.07804181,0.8105706,0.0004218887,0.1087774,0.0004899832],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942483,0.0001323188,0.002054629,0.0001998901,0.0006449315,0.0003384898,0.00002236882,0.0007809293,0.001578102],"genre_scores_gemma":[0.9967597,0.00001529597,0.0003492013,0.00007446524,0.0002009702,0.0001697143,0.0005650044,0.00009707417,0.001768625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4914253,"threshold_uncertainty_score":0.9999638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02695871343549361,"score_gpt":0.248963868673408,"score_spread":0.2220051552379144,"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."}}