{"id":"W3000230857","doi":"10.1021/acsnano.9b00184","title":"Will Any Crap We Put into Graphene Increase Its Electrocatalytic Effect?","year":2020,"lang":"en","type":"article","venue":"ACS Nano","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":239,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"European Regional Development Fund","keywords":"Library science; Czech; Political science; Chemistry; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002520881,0.0004498034,0.0004821244,0.0002132199,0.0002130254,0.00005960664,0.0006947515,0.000237081,0.0001900768],"category_scores_gemma":[0.0004024452,0.0004236171,0.0001981141,0.001265542,0.00006860563,0.0007129511,0.0002244946,0.0003361728,0.001060219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002506909,"about_ca_system_score_gemma":0.0001404918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001063821,"about_ca_topic_score_gemma":0.0002725206,"domain_scores_codex":[0.9973739,0.000165668,0.0003777087,0.0007269002,0.0005821672,0.000773627],"domain_scores_gemma":[0.9984805,0.000176444,0.000142489,0.0005949202,0.0001356033,0.0004700426],"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":[0.0003982121,0.00007192248,0.0003358789,0.0001663804,0.000224915,0.00009971493,0.0003642083,0.000116792,0.9739748,0.01113396,0.005874182,0.007239084],"study_design_scores_gemma":[0.001469196,0.0009094555,0.00007467872,0.00004292206,0.0001612343,0.00002780831,0.00001801989,0.0004058209,0.9048194,0.001438693,0.09010449,0.0005282764],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861257,0.002748555,0.000167648,0.003948272,0.0002346777,0.0003054314,0.000002453349,0.00071167,0.005755561],"genre_scores_gemma":[0.9965589,0.0003245234,0.00009088373,0.001739313,0.0003430392,0.00004460822,0.000180459,0.0001056584,0.0006126157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0842303,"threshold_uncertainty_score":0.9998215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006576197008201982,"score_gpt":0.2110974578947987,"score_spread":0.2045212608865967,"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."}}