{"meta":{"query_hash":"42ea4034159f","filters":{"venue":"Discover Electrochemistry."},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/42ea4034159f","api":"https://metacan.xera.ac/api/v1/cohort?venue=Discover+Electrochemistry."},"results":[{"id":"W4409653123","doi":"10.1007/s44373-025-00026-w","title":"Integrating Wolfram Language and Python into Marcus theory: computing toolbox and teaching for students","year":2025,"lang":"en","type":"article","venue":"Discover Electrochemistry.","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"Institut Universitaire de France; National Research Council of Thailand; Vidyasirimedhi Institute of Science and Technology","keywords":"Toolbox; Python (programming language); Computer science; Programming language; Mathematics education; Psychology","score_opus":0.003451628915600321,"score_gpt":0.30410244575230405,"score_spread":0.30065081683670375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409653123","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19385707,0.0005163827,0.80252016,0.00019769213,0.000032691834,0.00015182511,8.987263e-7,0.00023121502,0.0024920574],"genre_scores_gemma":[0.8818734,0.000011485076,0.11690896,0.00027163923,0.00003621751,0.000013865196,0.000009730419,0.000009175672,0.0008654822],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989199,0.00005856866,0.00019656088,0.00043595192,0.0001259439,0.0002630422],"domain_scores_gemma":[0.9993249,0.00024558452,0.00008732471,0.00025570358,0.00003940421,0.000047073903],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056697114,0.00017092389,0.00018120649,0.000063101295,0.00031210468,0.0004839805,0.0004797348,0.000068849666,6.4933363e-7],"category_scores_gemma":[0.00025222695,0.00015940417,0.000037919854,0.00010847939,0.00004129351,0.00017487138,0.00034006106,0.00023108169,1.788603e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000112033085,0.00026348687,0.01279947,0.0007000986,0.0002515025,0.0000112791795,0.014135291,0.00020592175,0.21871689,0.39619365,0.002548768,0.3540616],"study_design_scores_gemma":[0.002719099,0.00034576218,0.0021116547,0.0010545976,0.000093210656,0.000052762145,0.0023395636,0.41944924,0.44322166,0.1251843,0.0019626883,0.0014654843],"about_ca_topic_score_codex":0.0000143758025,"about_ca_topic_score_gemma":0.0000016844198,"teacher_disagreement_score":0.68801636,"about_ca_system_score_codex":0.000048297698,"about_ca_system_score_gemma":0.000049709368,"threshold_uncertainty_score":0.6500313},"labels":[],"label_agreement":null},{"id":"W4411213825","doi":"10.1007/s44373-025-00036-8","title":"Systematic refinement of experimental practices to improve repeatability in flow battery cycling","year":2025,"lang":"en","type":"article","venue":"Discover Electrochemistry.","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Queen's University Belfast; Royal Society; Invest Northern Ireland; Queen's University; Department for Employment and Learning, Northern Ireland; Shell Global Solutions International; Shell; Alfred P. Sloan Foundation; National Science Foundation","keywords":"Cycling; Repeatability; Battery (electricity); Reliability engineering; Environmental science; Computer science; Engineering; Mathematics; Thermodynamics; Statistics; Physics","score_opus":0.007842036887248325,"score_gpt":0.30012971760408663,"score_spread":0.2922876807168383,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411213825","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9895518,0.0011251669,0.0054068826,0.0001847665,0.00007067856,0.00057651417,0.000010813606,0.0001528369,0.0029205626],"genre_scores_gemma":[0.9982388,0.00002166488,0.0011091939,0.000026928916,0.000010008709,0.00034378865,0.000010084329,0.000016393697,0.00022315358],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986054,0.000020660098,0.00047397803,0.00032796967,0.00020739315,0.00036462676],"domain_scores_gemma":[0.99904436,0.00014218305,0.00009750201,0.0006508428,0.00003223236,0.000032874694],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021035,0.000174454,0.0003299884,0.00011894576,0.000021443931,0.000026867669,0.00034924134,0.0000806307,0.00002349922],"category_scores_gemma":[0.000718544,0.00017275263,0.000051959007,0.0004164935,0.00003355604,0.0001476098,0.00016422808,0.00026479666,0.0000040793384],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032562577,0.00007683015,0.0006342544,0.0055344366,0.000046380734,0.0000037023428,0.00006338074,0.0019207675,0.99138904,0.000021618658,0.00008801769,0.0001890405],"study_design_scores_gemma":[0.00022499515,0.000035123543,0.00011806522,0.0009130259,0.0000084302765,0.0000013357327,0.00044616443,0.0036674964,0.9943113,0.00010154592,0.000030504572,0.00014202186],"about_ca_topic_score_codex":0.000012657946,"about_ca_topic_score_gemma":0.000011323525,"teacher_disagreement_score":0.008687005,"about_ca_system_score_codex":0.0004641129,"about_ca_system_score_gemma":0.000045293404,"threshold_uncertainty_score":0.70446473},"labels":[],"label_agreement":null},{"id":"W4417450677","doi":"10.1007/s44373-025-00082-2","title":"Practical applications of offshore hydrogen production and innovations in porous transport layers for water electrolyzers","year":2025,"lang":"en","type":"article","venue":"Discover Electrochemistry.","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Hainan Provincial Department of Science and Technology; Hainan University; University of Toronto","keywords":"Hydrogen production; Submarine pipeline; Renewable energy; Electrolysis of water; Offshore wind power; Seawater; Durability; Electrolysis","score_opus":0.006927987131122408,"score_gpt":0.2577252273344306,"score_spread":0.2507972402033082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417450677","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98278517,0.00020012546,0.0079069985,0.0015460325,0.00004211644,0.00060537894,0.000019479454,0.000055428656,0.00683928],"genre_scores_gemma":[0.99378914,0.000027245376,0.0002443965,0.000041314473,0.00006051073,0.0007318335,0.00036010792,0.000022863027,0.0047225975],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986559,0.000018893938,0.00042718518,0.00040521997,0.00013751126,0.00035525952],"domain_scores_gemma":[0.99943656,0.00003641365,0.00008431727,0.00029645572,0.00011114028,0.0000351354],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000191759,0.00016721248,0.0002542067,0.00014082676,0.0000659193,0.000011555829,0.000108607026,0.00011361509,0.000014150191],"category_scores_gemma":[0.00007136771,0.0001507232,0.00005503019,0.0005235129,0.0000712194,0.00012670984,0.000013871482,0.00013799139,9.58267e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011817834,0.00015765606,0.002405188,0.00023402528,0.00011990803,0.0000012145857,0.00010374016,0.0018578711,0.98009026,0.014218486,0.00032959483,0.00036385184],"study_design_scores_gemma":[0.00039562487,0.000026305266,0.00013281852,0.000029968907,0.000046100005,0.000015745773,0.00010962449,0.00018540157,0.98564214,0.0018625591,0.011402148,0.00015159781],"about_ca_topic_score_codex":0.00032435643,"about_ca_topic_score_gemma":0.00065202534,"teacher_disagreement_score":0.012355927,"about_ca_system_score_codex":0.00012797902,"about_ca_system_score_gemma":0.00025302643,"threshold_uncertainty_score":0.61463135},"labels":[],"label_agreement":null}]}