{"id":"W4408907493","doi":"10.1149/2.002251if","title":"Pennington Corner: ECS United","year":2025,"lang":"en","type":"article","venue":"The Electrochemical Society Interface","topic":"CO2 Reduction Techniques and Catalysts","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008160998,0.002269977,0.00153805,0.002614521,0.003091531,0.01272521,0.002100857,0.005384169,0.9216239],"category_scores_gemma":[0.003460558,0.001145631,0.001243603,0.004026773,0.001318369,0.005212628,0.004331366,0.004607566,0.8613983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001974768,"about_ca_system_score_gemma":0.005246593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009035757,"about_ca_topic_score_gemma":0.01881211,"domain_scores_codex":[0.9987645,0.00009849393,0.00009009945,0.0003352025,0.0006245326,0.00008716829],"domain_scores_gemma":[0.9977921,0.0003670292,0.0001340014,0.0004418562,0.0007281149,0.0005368885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006247914,0.00007562429,0.0001209552,0.0002960469,0.0000113486,0.0001889534,0.00008249371,0.00008715657,0.0008074032,0.007224453,0.8855419,0.1055012],"study_design_scores_gemma":[0.00001007512,0.000009874848,0.00008806252,0.0001418453,0.000003082681,0.00005169523,0.00004457538,0.0000339589,0.0001449601,0.0008485484,0.9986171,0.000006295792],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001845426,0.002552726,0.0006027255,0.002493703,0.001471326,0.00007866986,0.002992977,0.002113967,0.9875094],"genre_scores_gemma":[0.0005858454,0.002820977,0.0005052538,0.001146924,0.0001906336,0.00008244188,0.001495994,0.0006816436,0.9924902],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9216239,"threshold_uncertainty_score":0.1117939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007789842208718364,"score_gpt":0.2616951753706921,"score_spread":0.2539053331619738,"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."}}