{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"query_hash":"674ea72a7c24","filters":{"venue":"Systems, 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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nipissing University","funders":"","keywords":"Computer science; Algorithm","retraction":null,"screen_n_in":null,"score":{"opus":0.007514747673702104,"gpt":0.2268570495684449,"spread":0.2193423018947428,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003361532,0.0001555294,0.0001698892,0.0001128519,0.0001183583,0.0004118365,0.0003132932,0.00005267407,0.00001054586],"category_scores_gemma":[0.00000695348,0.0001356528,0.00002281094,0.0002524636,0.000008983448,0.0001810025,0.00007626906,0.00006106056,0.0002562105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000114488,"about_ca_system_score_gemma":0.00007347285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003916865,"about_ca_topic_score_gemma":0.00000158939,"domain_scores_codex":[0.9986063,0.00004023437,0.0004520232,0.0002548539,0.0003811201,0.0002654904],"domain_scores_gemma":[0.9991831,0.000008942768,0.0001264039,0.0003253808,0.000135444,0.0002207369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009272183,0.000377331,0.0005958691,0.0001377089,0.00008606442,0.00001311834,0.02568758,0.0006169908,0.002635139,0.3538767,0.1115271,0.5044372],"study_design_scores_gemma":[0.001031124,0.0006579114,0.01766594,0.0001717851,0.00001244469,0.00008619235,0.005460203,0.04005344,0.002511102,0.0006535809,0.9307651,0.0009311675],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09715279,0.001550986,0.7756884,0.01216976,0.006189696,0.004291272,0.00001609631,0.0009622611,0.1019788],"genre_scores_gemma":[0.9879557,0.00001564105,0.004191067,0.002237353,0.0001022478,0.00006181839,0.000007521804,0.00000567199,0.005422924],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.890803,"threshold_uncertainty_score":0.553176,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University; Concordia University","funders":"","keywords":"Computer science; Mechanism (biology); Negotiation; Computer security; Process management; Business","retraction":null,"screen_n_in":null,"score":{"opus":0.01900554333528888,"gpt":0.2449654304835411,"spread":0.2259598871482522,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002713025,0.0001561373,0.0001657136,0.0001502532,0.0001169731,0.0002946696,0.004121938,0.0001120344,0.000002143413],"category_scores_gemma":[0.0004865824,0.0001473354,0.00002811412,0.0002647807,0.00003138315,0.0002358482,0.002195418,0.00009712776,0.00001415697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004263911,"about_ca_system_score_gemma":0.00001825428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003757074,"about_ca_topic_score_gemma":0.000007011368,"domain_scores_codex":[0.9988301,0.00004454401,0.000262597,0.0004158737,0.0001938158,0.000253113],"domain_scores_gemma":[0.9972551,0.0000473427,0.000132535,0.002418071,0.00009950636,0.00004741474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001128973,0.00006532973,0.00003863348,0.0001724809,0.00004058896,0.00001746009,0.00004138142,0.0001400242,0.000279898,0.8571337,0.1112085,0.03085066],"study_design_scores_gemma":[0.0005752041,0.0001573768,0.0004310657,0.00009934206,0.00002236153,0.00001397535,0.00009323203,0.7832208,0.001210509,0.1994013,0.01452267,0.000252144],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002438626,0.000134171,0.9882504,0.006146893,0.000603851,0.0005984026,0.00002628708,0.0006943407,0.001107035],"genre_scores_gemma":[0.7855892,0.00006605516,0.2130174,0.0005311689,0.00006004968,0.00005750024,0.0000903418,0.00001459325,0.000573664],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7831506,"threshold_uncertainty_score":0.7659655,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}