{"meta":{"query_hash":"674ea72a7c24","filters":{"venue":"Systems, Man and Cybernetics"},"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/674ea72a7c24","api":"https://metacan.xera.ac/api/v1/cohort?venue=Systems%2C+Man+and+Cybernetics"},"results":[{"id":"W20373310","doi":"10.1002/chem.200903300","title":"Improvement to Rated Role Assignment Algorithms.","year":2009,"lang":"en","type":"article","venue":"Systems, Man and Cybernetics","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nipissing University","funders":"","keywords":"Computer science; Algorithm","score_opus":0.007514747673702104,"score_gpt":0.22685704956844494,"score_spread":0.21934230189474282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W20373310","genre_codex":"methods","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":[0.011749705,0.0018123791,0.9459744,0.0011686209,0.0010462056,0.0005509524,0.00237846,0.01667594,0.018643416],"genre_scores_gemma":[0.13310961,0.0005953676,0.84048986,0.0008297085,0.00034498383,0.00047477413,0.0053683924,0.0014229688,0.017364293],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997009,0.0009327457,0.00018695269,0.0008602432,0.00068919687,0.0003218921],"domain_scores_gemma":[0.9959496,0.0013386316,0.00015575162,0.0013352116,0.0010182223,0.00020249296],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030938247,0.001631753,0.001599929,0.0023471585,0.0018824206,0.0028044693,0.0048755584,0.0023328364,0.03277738],"category_scores_gemma":[0.013250237,0.00061961217,0.0017318776,0.0025028407,0.0010436842,0.0051562567,0.003488604,0.0026861299,0.01522905],"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":[0.0006304665,0.00041004602,0.0022271494,0.0004125486,0.00011159401,0.00010576184,0.0002630386,0.025580583,0.002374763,0.075741135,0.06592822,0.8262146],"study_design_scores_gemma":[0.00022884048,0.00017563236,0.00066704914,0.00014331032,0.00010027474,0.00029621786,0.00039392078,0.6973334,0.005994329,0.20906323,0.08555572,0.000048139602],"about_ca_topic_score_codex":0.005181932,"about_ca_topic_score_gemma":0.0077844397,"teacher_disagreement_score":0.03277738,"about_ca_system_score_codex":0.0013701356,"about_ca_system_score_gemma":0.003224577,"threshold_uncertainty_score":0.10965121},"labels":[],"label_agreement":null},{"id":"W94632779","doi":"","title":"Auction-Based Negotiation Mechanism for Integrated Due Date Management.","year":2009,"lang":"en","type":"article","venue":"Systems, Man and Cybernetics","topic":"Privacy-Preserving Technologies in Data","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University; Concordia University","funders":"","keywords":"Computer science; Mechanism (biology); Negotiation; Computer security; Process management; Business","score_opus":0.019005543335288883,"score_gpt":0.24496543048354105,"score_spread":0.22595988714825216,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W94632779","genre_codex":"methods","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":[0.03386404,0.0014554706,0.94411296,0.0007383806,0.0006475989,0.0005469652,0.0005217037,0.0016189408,0.01649398],"genre_scores_gemma":[0.7866438,0.00043384646,0.19747126,0.00023918114,0.00020009353,0.00039564414,0.00048768692,0.000115060524,0.014013439],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9958819,0.0016046205,0.00036804588,0.00050170126,0.0009948239,0.00064884237],"domain_scores_gemma":[0.9934024,0.0024652367,0.000606554,0.0016242245,0.0012748659,0.0006267416],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0065609757,0.00055247365,0.0016340395,0.0014968872,0.0016347389,0.003515445,0.00491695,0.00196318,0.010443889],"category_scores_gemma":[0.013456433,0.0005277185,0.00083527854,0.0016832262,0.00093474076,0.0057172375,0.0025911147,0.0021106647,0.0025295815],"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":[0.0037655,0.0015082136,0.0023700462,0.00054758997,0.00050859584,0.0008343493,0.0006913493,0.09328971,0.017111838,0.5409377,0.039257854,0.2991772],"study_design_scores_gemma":[0.0008156137,0.0005364905,0.00085994246,0.00007344577,0.00022502073,0.000926649,0.00017824472,0.7311565,0.009232244,0.22622253,0.029609878,0.00016337604],"about_ca_topic_score_codex":0.0014286607,"about_ca_topic_score_gemma":0.00125218,"teacher_disagreement_score":0.010443889,"about_ca_system_score_codex":0.001457358,"about_ca_system_score_gemma":0.0031129317,"threshold_uncertainty_score":0.034938335},"labels":[],"label_agreement":null}]}