{"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":"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":[0.8597115,0.0015154372,0.12672645,0.0034001418,0.00052842556,0.0017757872,0.000047386016,0.00017143757,0.006123409],"genre_scores_gemma":[0.98586243,0.00007775805,0.0036770436,0.00016562555,0.000028292929,0.00019752281,0.00003799768,0.00002409318,0.009929251],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9975082,0.000103963226,0.0007343552,0.000482563,0.00062284933,0.0005480662],"domain_scores_gemma":[0.99784714,0.00024668407,0.00026887708,0.00041212855,0.0011364451,0.00008875381],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008076436,0.00029628506,0.0005807216,0.00028793386,0.0002456951,0.00011565354,0.00034637222,0.00021113818,0.0000075231164],"category_scores_gemma":[0.00038126967,0.0002715795,0.000096615106,0.00050795666,0.00012979422,0.00010398231,0.00010406991,0.000111780544,0.0000028438278],"study_design_candidate":"theoretical_or_conceptual","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":[0.0017025177,0.0005010421,0.120801695,0.05901322,0.0062150047,0.000059969858,0.06201824,0.007969396,0.0023222836,0.63506204,0.0057228496,0.09861171],"study_design_scores_gemma":[0.006518521,0.0003550297,0.007797516,0.009676555,0.00091992,0.000028049146,0.107504085,0.04807759,0.40352386,0.037545644,0.37453935,0.0035138752],"about_ca_topic_score_codex":0.00040808663,"about_ca_topic_score_gemma":0.00035711218,"teacher_disagreement_score":0.5975164,"about_ca_system_score_codex":0.0013159738,"about_ca_system_score_gemma":0.0024949664,"threshold_uncertainty_score":0.99997365},"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":"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":[0.077262245,0.0013150095,0.9178432,0.00003016258,0.0017004634,0.00049226324,0.00004189706,0.00043390028,0.00088082784],"genre_scores_gemma":[0.9943609,0.000017634748,0.0047544166,0.0000037031264,0.00016141089,0.0000097971315,0.000023973387,0.000044387536,0.000623751],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986871,0.000017946833,0.0007953996,0.00013546005,0.00019542493,0.00016867192],"domain_scores_gemma":[0.99946785,0.000077079414,0.00010809105,0.0002041786,0.000105893894,0.000036892743],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033105965,0.00014037707,0.0003700464,0.00017889008,0.00001303734,0.000037404097,0.00013742592,0.00012820003,0.000007625242],"category_scores_gemma":[0.000023952374,0.00012952133,0.00015317659,0.00023800439,0.00002345452,0.0000619878,0.00001503563,0.00007494092,0.00001431864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002829172,0.000010805326,0.00008377084,0.0055252174,0.00026762908,0.0000029288099,0.00084864814,0.9280911,0.03545451,0.025616152,0.0031952844,0.0009011375],"study_design_scores_gemma":[0.0000545636,0.00003075888,0.000008942488,0.00094215013,0.000105893676,0.000012710538,0.00011376191,0.9858655,0.012111099,0.0004390405,0.00019715475,0.00011846932],"about_ca_topic_score_codex":0.00002578101,"about_ca_topic_score_gemma":0.0000018907486,"teacher_disagreement_score":0.9170987,"about_ca_system_score_codex":0.000081037,"about_ca_system_score_gemma":0.00003736088,"threshold_uncertainty_score":0.5281727},"labels":[],"label_agreement":null}]}