{"id":"W4281480731","doi":"10.1038/s41929-022-00791-6","title":"Adsorbed cobalt porphyrins act like metal surfaces in electrocatalysis","year":2022,"lang":"en","type":"article","venue":"Nature Catalysis","topic":"CO2 Reduction Techniques and Catalysts","field":"Energy","cited_by":98,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Basic Energy Sciences; National Institute of Environmental Health Sciences; Canadian Institute for Advanced Research; Brookhaven National Laboratory; National Science Foundation","keywords":"Electrocatalyst; Porphyrin; Electron transfer; Chemistry; Cobalt; Molecule; Catalysis; Adsorption; Glassy carbon; Photochemistry; Redox; Electrode; Inorganic chemistry; Electrochemistry; Physical chemistry; Organic chemistry; Cyclic voltammetry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005742505,0.0003624278,0.000622651,0.0008271211,0.0003177357,0.00005554463,0.0007815587,0.0002891581,0.002062028],"category_scores_gemma":[0.00006828667,0.0003724296,0.0005351694,0.003668281,0.00006091168,0.0002629492,0.0003807436,0.001544708,0.00006307477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005640289,"about_ca_system_score_gemma":0.0001356772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00284452,"about_ca_topic_score_gemma":0.002810305,"domain_scores_codex":[0.9970542,0.0001912642,0.0005285839,0.0008131951,0.0008310461,0.0005816956],"domain_scores_gemma":[0.9985079,0.00006886884,0.0002355888,0.0009480458,0.0001031507,0.0001364839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002209013,0.006357302,0.02126504,0.0003008778,0.007785031,0.001376269,0.005897477,0.03908605,0.5006545,0.03604522,0.1027261,0.2762971],"study_design_scores_gemma":[0.001532096,0.0003108581,0.005955598,0.00001424934,0.0009747423,0.000260767,0.001649066,0.001176476,0.202884,0.001849321,0.781737,0.001655894],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981564,0.006747422,0.00003420238,0.001045554,0.0005601275,0.000324776,0.0000890408,0.0005966997,0.009038149],"genre_scores_gemma":[0.993188,0.0001419765,0.0001755737,0.0004403774,0.000108444,0.0002428081,0.001772686,0.00006218474,0.003868012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6790108,"threshold_uncertainty_score":0.9998727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005113785354870782,"score_gpt":0.2383433469307961,"score_spread":0.2332295615759254,"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."}}