{"meta":{"query_hash":"71941224e562","filters":{"venue":"Systemic Analytics"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/71941224e562","api":"https://metacan.xera.ac/api/v1/cohort?venue=Systemic+Analytics"},"results":[{"id":"W4407950146","doi":"10.31181/sa31202536","title":"How Realistic Is Low Carbon Development For Developing Countries That Is Development Without Significant Exploitation of Fossil Fuels?","year":2025,"lang":"en","type":"article","venue":"Systemic Analytics","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fossil fuel; Natural resource economics; Carbon fibers; Environmental science; Developing country; Waste management; Economics; Materials science; Biology; Engineering; Ecology; Composite number","score_opus":0.03553366700782448,"score_gpt":0.2914042763313556,"score_spread":0.2558706093235311,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407950146","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013923189,0.044575796,0.0057228375,0.79801846,0.004417263,0.000034294364,0.00032909782,0.00006241547,0.13291672],"genre_scores_gemma":[0.7958674,0.09040437,0.0076762186,0.091476895,0.0023153583,0.00013580947,0.0004010822,0.000120064346,0.011602937],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99477994,0.0031153795,0.00015422667,0.00037529654,0.0008540936,0.00072105706],"domain_scores_gemma":[0.99526334,0.0021418172,0.0005622553,0.0002989763,0.0009085031,0.00082516705],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0056438698,0.0007421467,0.0005729931,0.0012789237,0.0034115529,0.015166077,0.0010247793,0.0045668744,0.005087137],"category_scores_gemma":[0.015420416,0.00019805726,0.00047797733,0.0018781456,0.011420546,0.015772609,0.0032398184,0.006114154,0.0012959162],"study_design_candidate":"simulation_or_modeling","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":[0.00005949834,0.000063086685,0.0034518838,0.0009868277,0.00006242613,0.0004888726,0.0032401579,0.0023873204,0.00030004836,0.8400933,0.07466598,0.07420055],"study_design_scores_gemma":[0.000015382164,0.00004278495,0.001901733,0.0019631532,0.00003129414,0.00039153226,0.016087187,0.00070703827,0.0005077301,0.48833403,0.48995414,0.000063959975],"about_ca_topic_score_codex":0.009395399,"about_ca_topic_score_gemma":0.008563628,"teacher_disagreement_score":0.015166077,"about_ca_system_score_codex":0.00671965,"about_ca_system_score_gemma":0.00823577,"threshold_uncertainty_score":0.048754692},"labels":[],"label_agreement":null},{"id":"W4407952144","doi":"10.31181/sa21202417","title":"Artificial General-Internet of Things (AG-IOT) for Robotics of Automation","year":2024,"lang":"en","type":"article","venue":"Systemic Analytics","topic":"Robotics and Automated Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Internet of Things; Robotics; Automation; Artificial intelligence; Computer science; Engineering; Embedded system; Robot; Mechanical engineering","score_opus":0.01750502577002865,"score_gpt":0.242706694645206,"score_spread":0.22520166887517734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407952144","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00461118,0.06627875,0.31227636,0.023946375,0.018265404,0.0005167484,0.001964745,0.0054802117,0.5666602],"genre_scores_gemma":[0.19721827,0.1291426,0.23852436,0.02445719,0.012884506,0.0017802365,0.0070683644,0.0016242468,0.38730025],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988563,0.00021855798,0.00009863486,0.0002798883,0.00042736152,0.00011929185],"domain_scores_gemma":[0.9991726,0.00022292987,0.000094839124,0.0001587864,0.00025412888,0.00009666014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007039255,0.0010630505,0.0005620404,0.0014481774,0.0011166938,0.004001627,0.001405031,0.0040020416,0.025964847],"category_scores_gemma":[0.0016613853,0.00030315804,0.0008974727,0.0021848641,0.0018938386,0.0053452435,0.0029608589,0.003969748,0.018052487],"study_design_candidate":"not_applicable","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":[0.00007250693,0.00005183918,0.00051609636,0.0011162031,0.00003369131,0.0005490653,0.00022663205,0.0018589215,0.0049565146,0.6077348,0.14870253,0.23418115],"study_design_scores_gemma":[0.0000085805505,0.000056095778,0.00038486786,0.0003771739,0.0000162396,0.00073954655,0.0000944885,0.00341919,0.0011488354,0.12601882,0.86770165,0.000034542867],"about_ca_topic_score_codex":0.0010208854,"about_ca_topic_score_gemma":0.0008986904,"teacher_disagreement_score":0.025964847,"about_ca_system_score_codex":0.0013749112,"about_ca_system_score_gemma":0.0010920657,"threshold_uncertainty_score":0.086861074},"labels":[],"label_agreement":null}]}