{"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","author_layer_release":"2026-06-26"},"query_hash":"ca4993492449","filters":{"venue":"Springer US"}},"results":[{"id":"W2566144850","doi":"","title":"Argumentation in Multi-Agent Systems. 7th International Workshop, ArgMAS 2010, Toronto Canada","year":2011,"lang":"en","type":"article","venue":"Springer US","topic":"Multi-Agent Systems and Negotiation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Argumentation theory; Computer science; Operations research; Engineering; Epistemology; Philosophy","authors":[{"name":"Hendrik Prakken","is_ca":false},{"name":"Theo van der Weide","is_ca":false},{"name":"Frank Dignum","is_ca":false},{"name":"John-Jules Meyer","is_ca":false},{"name":"Gerard A. W. Vreeswijk","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05391690132820052,"gpt":0.2560538017673451,"spread":0.2021369004391446,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002610987,0.0001371279,0.0001398785,0.00006620708,0.00005118121,0.00009534399,0.0005357909,0.00005437029,0.0001006031],"category_scores_gemma":[0.00001999662,0.0001347837,0.00003295532,0.00009350619,0.000007638774,0.0006099092,0.0001201976,0.00007877659,0.00004065458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007834825,"about_ca_system_score_gemma":0.0001244497,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7086803,"about_ca_topic_score_gemma":0.7257362,"domain_scores_codex":[0.9986172,0.00006081664,0.0003668297,0.0003419934,0.0003699473,0.0002431657],"domain_scores_gemma":[0.9993104,0.00002155791,0.0001634836,0.000349366,0.00006496192,0.00009019954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008409234,0.001256315,0.8763148,0.0002859314,0.000388713,0.0004321026,0.02646583,0.006385616,0.0067306,0.03512247,0.02061497,0.02591858],"study_design_scores_gemma":[0.001087034,0.00001947412,0.8442745,0.0001310303,0.000006488821,0.000009594833,0.0004830401,0.1412389,0.001624578,0.00001348215,0.01072728,0.0003846192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4514246,0.001213205,0.5132293,0.000337517,0.02592757,0.001102587,0.00001296362,0.0002141449,0.006538171],"genre_scores_gemma":[0.9925721,0.0000210701,0.00573844,0.0001044132,0.00009186269,0.00004845904,0.000006201513,0.00001009281,0.001407339],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5411475,"threshold_uncertainty_score":0.5496318,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2321436904","doi":"","title":"38th annual AACE conference in Toronto, Ontario, Canada, October 30 through November 4, 2002","year":2009,"lang":"en","type":"article","venue":"Springer US","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Gerontology; Library science; Geography; Medicine; Computer science","authors":[{"name":"Robert R. Kuske","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01358735054895802,"gpt":0.2472966966263668,"spread":0.2337093460774088,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001289093,0.0001682432,0.0002571127,0.00001811616,0.000033606,0.00001437158,0.0001103361,0.00006772209,0.01071979],"category_scores_gemma":[0.00001219258,0.000153354,0.00003675554,0.00006081273,0.00002277878,0.0001169452,0.00002052812,0.0001784791,0.00008086832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009565188,"about_ca_system_score_gemma":0.0004522522,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9769375,"about_ca_topic_score_gemma":0.9944425,"domain_scores_codex":[0.9988405,0.00002346748,0.0002086447,0.0002723771,0.0002980545,0.0003569963],"domain_scores_gemma":[0.9994717,0.00001782696,0.00004557567,0.0003122541,0.00005249827,0.0001001588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002167235,0.000459601,0.7661512,0.00007336285,0.00009531607,0.001820995,0.005162991,0.00007016763,0.0001650611,0.01035835,0.2079236,0.007502656],"study_design_scores_gemma":[0.0004892699,0.00007577684,0.6369604,0.00005054341,0.00002061171,0.000008996573,0.0002454485,0.00002410722,0.00005053801,0.00003621589,0.361912,0.0001259866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7041456,0.0005621053,0.0001006156,0.002515186,0.0001143466,0.0003606734,0.000001571001,0.00003960045,0.2921603],"genre_scores_gemma":[0.9426398,0.00003092152,0.00069896,0.01160764,0.00009842275,0.00000735906,0.000004764254,0.00001194015,0.04490022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2472601,"threshold_uncertainty_score":0.9901845,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}