{"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":"aa32c36683af","filters":{"venue":"Agent-Directed Simulation"}},"results":[{"id":"W2295466812","doi":"10.5555/2665049.2665053","title":"A simulation framework for design-oriented studies of interaction models in agent teamwork","year":2014,"lang":"en","type":"article","venue":"Agent-Directed Simulation","topic":"Multi-Agent Systems and Negotiation","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Northern British Columbia; Simon Fraser University","funders":"","keywords":"Computer science; Teamwork; Distributed computing; Visualization; Design space exploration; Human–computer interaction; Feature (linguistics); Architecture; Simulation; Software engineering; Embedded system; Artificial intelligence","authors":[{"name":"Omid Alemi","is_ca":true},{"name":"Desanka Polajnar","is_ca":true},{"name":"Jernej Polajnar","is_ca":true},{"name":"Denish Mumbaiwala","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1165172566944233,"gpt":0.3663558338050906,"spread":0.2498385771106674,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008881307,0.000215722,0.0003632216,0.0003638755,0.0001349769,0.00004915019,0.0002155364,0.0001634542,0.00000529112],"category_scores_gemma":[0.001410665,0.0002121601,0.0001085657,0.0007158965,0.00001962225,0.0009130518,0.00006402664,0.000121818,0.00000820396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002117628,"about_ca_system_score_gemma":0.00002588577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004119403,"about_ca_topic_score_gemma":0.00001987942,"domain_scores_codex":[0.9976905,0.0004238619,0.0007729994,0.0004851201,0.0003609215,0.0002666126],"domain_scores_gemma":[0.9955382,0.002945574,0.0005430177,0.000436622,0.0004788032,0.00005776434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007739366,0.0001068134,0.0004775762,0.00006551603,0.0000434973,3.418991e-7,0.003658189,0.9751623,0.0005608426,0.007115179,0.00002817765,0.01270418],"study_design_scores_gemma":[0.0007618166,0.0001244575,0.002254834,0.0002680163,0.0000204815,2.030445e-7,0.0001178351,0.9823471,0.0009123494,0.01275192,0.0002450043,0.000195929],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09280889,0.0001160937,0.904709,0.00006194461,0.0009310033,0.001104712,0.00000230243,0.0002373334,0.00002865295],"genre_scores_gemma":[0.8817127,0.0000122257,0.117953,0.00005027304,0.0001134725,0.00008565033,0.00002210564,0.0000190677,0.00003142387],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7889039,"threshold_uncertainty_score":0.8651636,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W197614363","doi":"10.5555/2048355.2048357","title":"Identifying norms of behaviour in open multi-agent societies","year":2011,"lang":"en","type":"article","venue":"Agent-Directed Simulation","topic":"Access Control and Trust","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Permission; Computer science; Component (thermodynamics); Multi-agent system; JADE (particle detector); Software agent; Agent architecture; Norm (philosophy); Architecture; Inference; Software; Computer security; Software architecture; Software engineering; Artificial intelligence; Law; Political science; Programming language","authors":[{"name":"Wagdi Alrawagfeh","is_ca":true},{"name":"Edward K. Brown","is_ca":true},{"name":"Manrique Mata-Mantero","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1624459184513795,"gpt":0.3905342897556958,"spread":0.2280883713043163,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005608361,0.0000977079,0.0001903113,0.000103528,0.0002443285,0.00007917456,0.0003818637,0.0001125115,0.0005067856],"category_scores_gemma":[0.0001644145,0.00009559049,0.00006716532,0.00037188,0.00009099649,0.0007162876,0.0001147859,0.00009507628,0.00002797226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000887593,"about_ca_system_score_gemma":0.00006905804,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01524284,"about_ca_topic_score_gemma":0.007929618,"domain_scores_codex":[0.9987535,0.0001873549,0.0003309865,0.0002093571,0.0002806144,0.0002381613],"domain_scores_gemma":[0.9993608,0.0000853083,0.0001986142,0.0001422653,0.0001525224,0.00006049266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007235056,0.0003736715,0.9074523,0.00002172484,0.00004718317,0.00001064377,0.0752435,0.002173688,0.0004819345,0.001443579,0.0001243797,0.01255502],"study_design_scores_gemma":[0.001049492,0.00001807544,0.9793271,0.00003949398,0.00003390691,6.705505e-8,0.005090789,0.01246359,0.0004747707,0.001077996,0.0002533925,0.0001713545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871069,0.0001370492,0.001812255,0.00004939381,0.0003518945,0.0006641754,0.000006790925,0.0001152967,0.009756204],"genre_scores_gemma":[0.997288,0.00003130875,0.001324949,0.00003740344,0.00004230494,0.00002419871,0.00001343998,0.00001143097,0.001226933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07187475,"threshold_uncertainty_score":0.9913148,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}