{"id":"W3024745121","doi":"10.1002/adma.201902177","title":"Metal‐Free Hydrogen‐Bonded Polymers Mimic Noble Metal Electrocatalysts","year":2020,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Austrian Science Fund","keywords":"Overpotential; Electrocatalyst; Materials science; Platinum; Electrochemistry; Hydrogen; Polymer; Electrolysis; Catalysis; Chemical engineering; Electrolysis of water; Inorganic chemistry; Noble metal; Metal; Combinatorial chemistry; Electrode; Chemistry; Organic chemistry; Physical chemistry; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00006123746,0.0002934467,0.0001390554,0.0001574957,0.00009615054,0.0002433382,0.0003995853,0.0002889024,0.001639877],"category_scores_gemma":[0.0001433974,0.0001892376,0.0001812803,0.0001210276,0.0002130404,0.0003503933,0.0002325139,0.0005185695,0.0006323605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001647918,"about_ca_system_score_gemma":0.00007870853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001231877,"about_ca_topic_score_gemma":0.0003111796,"domain_scores_codex":[0.9998871,0.000009866223,0.000006592321,0.0000275788,0.00005001654,0.0000187895],"domain_scores_gemma":[0.9999365,0.00001103874,0.00002281631,0.00001173525,0.000006946349,0.00001112233],"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":[0.00002676251,0.00001398291,0.00004556179,0.00004883775,0.000004867424,0.00005490897,0.000007873035,0.000250597,0.9963663,0.0005989521,0.00008578717,0.002495585],"study_design_scores_gemma":[0.000004280917,0.00006980291,0.0002636604,0.000001879154,0.00000398778,0.00006657655,0.00000321489,0.0007067909,0.9959579,0.00005502153,0.002864004,0.000002866169],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.952448,0.001971953,0.03164425,0.0002121619,0.0001562005,0.00007270143,0.0003713176,0.0006755628,0.01244777],"genre_scores_gemma":[0.9815459,0.0007687554,0.01187014,0.00005453296,0.0000270965,0.00003435712,0.000228396,0.0000592279,0.005411509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001639877,"threshold_uncertainty_score":0.005485892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009567480557719452,"score_gpt":0.2172521380597487,"score_spread":0.2076846575020292,"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."}}