{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"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":"5c802a90ad5f","filters":{"venue":"IEEE/WIC/ACM International Conference on Intelligent Agent Technology"}},"results":[{"id":"W1485129084","doi":"10.1109/iat.2004.71","title":"Improving modeling of other agents using tentative stereotypes and compactification of observations","year":2004,"lang":"en","type":"article","venue":"IEEE/WIC/ACM International Conference on Intelligent Agent Technology","topic":"Machine Learning and Data Classification","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Compactification (mathematics); Stereotype (UML); Computer science; k-nearest neighbors algorithm; Econometrics; Social psychology; Artificial intelligence; Psychology; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.1917529021489814,"gpt":0.3643906421290424,"spread":0.172637739980061,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002182951,0.0001688388,0.0002148359,0.0005807852,0.00008074561,0.0000566393,0.001101562,0.0001181089,0.00002719929],"category_scores_gemma":[0.0002501959,0.0001637729,0.00005000561,0.0003467484,0.0001505111,0.0003136032,0.0002163952,0.0002210731,0.00001118839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001242881,"about_ca_system_score_gemma":0.0001030332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004490801,"about_ca_topic_score_gemma":0.00002604845,"domain_scores_codex":[0.9984977,0.00004740164,0.0005401127,0.0004267162,0.0003249481,0.0001631063],"domain_scores_gemma":[0.9982985,0.00005651595,0.0005068316,0.0006070826,0.0004880394,0.0000430464],"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":[0.00004256014,0.0003165612,0.004973332,0.00003842867,0.0001225366,0.00000216878,0.001213691,0.02610467,0.1160473,0.8097863,0.00001212738,0.04134034],"study_design_scores_gemma":[0.000337565,0.0001655511,0.001332451,0.0001821808,0.00001873048,0.000009489993,0.0006115505,0.9082211,0.06444363,0.02439217,0.0000930362,0.0001925051],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3581947,0.0000267754,0.6392844,0.001675293,0.0002783047,0.0001595324,0.00002066415,0.00007598996,0.0002842658],"genre_scores_gemma":[0.948365,0.00005833483,0.051402,0.0000664301,0.00001963133,0.00001445652,0.00002322771,0.0000106179,0.00004030669],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8821164,"threshold_uncertainty_score":0.6678464,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2543408643","doi":"10.1109/iat.2005.50","title":"Category-based Similarity Algorithm for Semantic Similarity in Multi-agent Information Sharing Systems","year":2006,"lang":"en","type":"article","venue":"IEEE/WIC/ACM International Conference on Intelligent Agent Technology","topic":"Topic Modeling","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of New Brunswick","funders":"","keywords":"Semantic similarity; Similarity (geometry); Computer science; Cosine similarity; Information retrieval; Vector space model; Matching (statistics); Similarity measure; Data mining; Artificial intelligence; Pattern recognition (psychology); Mathematics; Image (mathematics)","retraction":null,"screen_n_in":null,"score":{"opus":0.08304876257932589,"gpt":0.3153846540817681,"spread":0.2323358915024422,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006717884,0.0004170787,0.0004263881,0.001398852,0.000158122,0.0004204674,0.003261983,0.0004362519,0.00003808046],"category_scores_gemma":[0.0002258593,0.0004371981,0.0001561642,0.0004971981,0.0001121827,0.0006612898,0.0004877788,0.0005889072,0.0001217523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000710124,"about_ca_system_score_gemma":0.0002005915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008478803,"about_ca_topic_score_gemma":0.0002883064,"domain_scores_codex":[0.9966378,0.00005974346,0.001171241,0.0008520071,0.0006458498,0.0006333406],"domain_scores_gemma":[0.9974876,0.0001330253,0.0004333453,0.001171958,0.0006854839,0.00008860164],"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":[0.00005129804,0.0009657656,0.006443074,0.000174323,0.0001155862,0.000072483,0.0004095649,0.08287194,0.001125031,0.7952481,0.0007997552,0.1117231],"study_design_scores_gemma":[0.0007844201,0.0001169542,0.0004046345,0.0001494625,0.00001034529,0.00001274767,0.0001402115,0.9664533,0.008683668,0.01980291,0.003027144,0.0004141634],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01652383,0.00005366909,0.9744409,0.003772787,0.002908374,0.001089319,0.00005269534,0.000528071,0.0006303509],"genre_scores_gemma":[0.9357647,0.00003143139,0.0629486,0.0003916972,0.0001048379,0.0004133508,0.0001112561,0.00002005903,0.0002140866],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9192408,"threshold_uncertainty_score":0.999808,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1721842262","doi":"10.1109/iat.2004.46","title":"Cooperative multiagent systems for the optimization of urban traffic","year":2004,"lang":"en","type":"article","venue":"IEEE/WIC/ACM International Conference on Intelligent Agent Technology","topic":"Traffic control and management","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of New Brunswick","funders":"","keywords":"Rationality; Realm; Context (archaeology); Computer science; Multi-agent system; Work (physics); Control (management); Autonomous agent; Operations research; Artificial intelligence; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.03373169647854759,"gpt":0.2632449213741202,"spread":0.2295132248955726,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001562665,0.0002631359,0.0002703755,0.0003741355,0.00008401087,0.00005982497,0.00095298,0.0001598563,0.0001175054],"category_scores_gemma":[0.0001070649,0.0002083048,0.0001182062,0.0002213653,0.0001389436,0.00007169667,0.00006797475,0.000215107,0.00004629719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002603086,"about_ca_system_score_gemma":0.00004521676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002016382,"about_ca_topic_score_gemma":0.00003729672,"domain_scores_codex":[0.9985801,0.00001651531,0.0005273536,0.0003091732,0.0002902265,0.0002766042],"domain_scores_gemma":[0.9988922,0.0001089711,0.0001261812,0.0004607929,0.0003664686,0.00004533276],"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":[0.00004316202,0.0001100835,0.000004742121,0.0000296725,0.0003035956,0.000003353656,0.0002522708,0.866375,0.0005880941,0.1194873,0.001083346,0.01171934],"study_design_scores_gemma":[0.001168618,0.0003573139,0.00003107162,0.0001707021,0.00007726742,0.000007516714,0.00143404,0.9675285,0.008637207,0.0004874768,0.01977546,0.0003248028],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02640658,0.001013232,0.9580851,0.004035656,0.005514678,0.002127796,0.0001064807,0.0007775376,0.00193299],"genre_scores_gemma":[0.9963894,0.001320697,0.00110053,0.00005878775,0.0001247952,0.0005515955,0.00003944903,0.00003262307,0.000382079],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9699829,"threshold_uncertainty_score":0.8494424,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1568487591","doi":"10.1109/iat.2004.94","title":"Revising Markov boundary for multiagent probabilistic inference","year":2004,"lang":"en","type":"article","venue":"IEEE/WIC/ACM International Conference on Intelligent Agent Technology","topic":"Bayesian Modeling and Causal Inference","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University; University of Guelph; University of Waterloo","funders":"","keywords":"Graphical model; Variable elimination; Bayesian network; Observable; Probabilistic logic; Computer science; Markov chain; Markov model; Variable-order Bayesian network; Boundary (topology); Inference; Latent variable; Markov process; Variable-order Markov model; Variable (mathematics); Theoretical computer science; Artificial intelligence; Bayesian inference; Mathematics; Bayesian probability; Machine learning; Statistics","retraction":null,"screen_n_in":null,"score":{"opus":0.07953349738594177,"gpt":0.3469486245634251,"spread":0.2674151271774833,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005259276,0.0005583919,0.0004885852,0.0008327242,0.0003274506,0.000545462,0.004561921,0.0004074205,0.0001514442],"category_scores_gemma":[0.001206536,0.0005437323,0.0002349881,0.0005973662,0.0003862977,0.0004355335,0.0006660741,0.0006959013,0.0004177532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000640779,"about_ca_system_score_gemma":0.0005895871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000454829,"about_ca_topic_score_gemma":0.00003839706,"domain_scores_codex":[0.9961176,0.00006622222,0.0009532181,0.001353566,0.0007147121,0.0007946701],"domain_scores_gemma":[0.9965276,0.0002483832,0.0003913037,0.001564763,0.001056392,0.0002116316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006403398,0.0003724219,0.0000818785,0.00004902303,0.0001008534,0.00003974924,0.0003044016,0.00188677,0.003317869,0.8433238,0.0004806348,0.1499785],"study_design_scores_gemma":[0.001285681,0.001127347,0.0001257353,0.0009870158,0.00004426167,0.0001004709,0.0002033093,0.1102938,0.04710136,0.8238819,0.01358989,0.001259241],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01712232,0.0001592788,0.9603029,0.01490216,0.002935473,0.000937246,0.00003913908,0.000859276,0.002742199],"genre_scores_gemma":[0.9160972,0.0003590626,0.08153212,0.0008786151,0.0001737618,0.0003840026,0.00003601971,0.0000368665,0.000502378],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8989748,"threshold_uncertainty_score":0.9997014,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1534860396","doi":"10.1109/iat.2004.44","title":"Comparing performance of two mobile agent platforms in distributed search","year":2004,"lang":"en","type":"article","venue":"IEEE/WIC/ACM International Conference on Intelligent Agent Technology","topic":"Mobile Agent-Based Network Management","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Carleton University","funders":"","keywords":"Mobile agent; Computer science; Distributed computing; Network topology; Multi-agent system; Variable (mathematics); Computer network; Artificial intelligence; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.06779556163074432,"gpt":0.316251215601629,"spread":0.2484556539708847,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005711527,0.0004278227,0.0005105661,0.001395953,0.00010526,0.0001196248,0.00472103,0.0001948104,0.0002436297],"category_scores_gemma":[0.00006149091,0.0004175782,0.0001461988,0.001238448,0.0002816887,0.0003817105,0.001344126,0.0007005662,0.0003635293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001198085,"about_ca_system_score_gemma":0.000216671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001908095,"about_ca_topic_score_gemma":0.0001711546,"domain_scores_codex":[0.9962128,0.00004288854,0.001055917,0.0009500533,0.0009843677,0.0007539162],"domain_scores_gemma":[0.997574,0.00008345481,0.0003524892,0.001484709,0.0003713936,0.0001339439],"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":[0.000134802,0.0009399941,0.01672027,0.00006964813,0.0001833718,0.0001616869,0.0004555781,0.2568966,0.002094069,0.6670339,0.0002872884,0.05502285],"study_design_scores_gemma":[0.004267694,0.002478046,0.004881472,0.001295385,0.00003494986,0.00007494986,0.0008082707,0.5916499,0.3287946,0.05974526,0.004459989,0.001509554],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7561023,0.00005961394,0.2389223,0.0009267051,0.001244974,0.0008146708,0.00001830946,0.0002778633,0.001633179],"genre_scores_gemma":[0.9930954,0.0004860726,0.005613375,0.0001576905,0.00006140914,0.0003460211,0.00007384239,0.00002425947,0.0001419192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6072886,"threshold_uncertainty_score":0.9998276,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2144148590","doi":"10.1109/iat.2005.134","title":"Towards an authority sharing based on the description logic action model","year":2005,"lang":"en","type":"article","venue":"IEEE/WIC/ACM International Conference on Intelligent Agent Technology","topic":"Multi-Agent Systems and Negotiation","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":"Université du Québec à Chicoutimi","funders":"Université de Toulouse","keywords":"Autonomy; Computer science; Task (project management); Context (archaeology); Realization (probability); Dilemma; Action (physics); Control (management); Human-in-the-loop; Knowledge management; Computer security; Human–computer interaction; Artificial intelligence; Political science; Epistemology; Law; Economics; Management; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.2358701918210103,"gpt":0.3637027707160021,"spread":0.1278325788949918,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000720349,0.0003558281,0.0002466437,0.0007364235,0.0002954016,0.000372749,0.003261774,0.0003371333,0.0003446155],"category_scores_gemma":[0.0002300863,0.0002814351,0.0001395027,0.0003930946,0.0001040471,0.0006623484,0.0002849271,0.000608513,0.0004816865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007003162,"about_ca_system_score_gemma":0.0001268444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007439202,"about_ca_topic_score_gemma":0.000133744,"domain_scores_codex":[0.9971118,0.000119754,0.000601896,0.0009345648,0.0008162149,0.0004157887],"domain_scores_gemma":[0.9976324,0.00006845817,0.0003519974,0.001403708,0.00043288,0.0001105203],"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":[0.0000484602,0.0004135181,0.0002881036,0.000008264716,0.00003717916,0.000006046564,0.0002793359,0.0267226,0.008596259,0.8947217,0.0006746289,0.0682039],"study_design_scores_gemma":[0.0002091489,0.0002433824,0.000339978,0.00007620551,0.000008245047,0.000008717236,0.0001174728,0.9182268,0.03508257,0.04372162,0.001688643,0.0002772165],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08928391,0.00001262399,0.8761572,0.02584479,0.002134119,0.000529019,0.00001250295,0.0006459121,0.005379898],"genre_scores_gemma":[0.986751,0.00006316795,0.01062315,0.001302194,0.0002504343,0.0001693988,0.00002814173,0.00002017329,0.0007923474],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8974671,"threshold_uncertainty_score":0.9999638,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1605270666","doi":"10.1109/iat.2004.115","title":"Using event-streams for fault-management in MAS","year":2004,"lang":"en","type":"article","venue":"IEEE/WIC/ACM International Conference on Intelligent Agent Technology","topic":"AI-based Problem Solving and Planning","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Dependability; Computer science; Software deployment; Fault management; Event (particle physics); Component (thermodynamics); Key (lock); Fault (geology); Domain (mathematical analysis); Distributed computing; Computer security; Software engineering; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.1050961698613885,"gpt":0.3592966047063397,"spread":0.2542004348449513,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003099125,0.0003313199,0.0002821886,0.001105099,0.0001377817,0.0001658151,0.002734418,0.0002491814,0.00007172071],"category_scores_gemma":[0.00012023,0.0003376158,0.0001280175,0.000546572,0.0001054613,0.000241253,0.0004136592,0.0004003612,0.0001536261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005476698,"about_ca_system_score_gemma":0.0001421538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001042147,"about_ca_topic_score_gemma":0.00006150147,"domain_scores_codex":[0.9975445,0.00003712904,0.0006134912,0.0008093886,0.0004374332,0.0005581198],"domain_scores_gemma":[0.9985221,0.00009493549,0.0002440341,0.0008145732,0.0002391758,0.00008516401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005742201,0.0003129228,0.0006501802,0.00002971184,0.0001332515,0.0001664059,0.000435079,0.02873641,0.001719816,0.8617093,0.0003138304,0.1057357],"study_design_scores_gemma":[0.002251205,0.0008276292,0.0001218404,0.001144668,0.0000387677,0.0001240445,0.0008074031,0.3628087,0.08103262,0.5323771,0.01729383,0.00117226],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05438546,0.000083183,0.9301683,0.00911599,0.001986259,0.0006703333,0.00002186457,0.0003918061,0.003176793],"genre_scores_gemma":[0.9113178,0.0001168185,0.08744322,0.0003378371,0.00007139222,0.0001599051,0.00002744665,0.00002129897,0.0005042343],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8569324,"threshold_uncertainty_score":0.9999076,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1588246768","doi":"10.1109/iat.2004.104","title":"Speech and language interfaces for agent systems","year":2004,"lang":"en","type":"article","venue":"IEEE/WIC/ACM International Conference on Intelligent Agent Technology","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 Manitoba","funders":"","keywords":"Computer science; Human–computer interaction; Variety (cybernetics); Natural language; Natural language user interface; Intelligent agent; Software agent; Interface (matter); User interface; Software; Multi-agent system; Representation (politics); Natural language understanding; Artificial intelligence; Programming language","retraction":null,"screen_n_in":null,"score":{"opus":0.06223817179464818,"gpt":0.3254400998526454,"spread":0.2632019280579972,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003762126,0.0003689318,0.0003725483,0.0007573917,0.0001550813,0.0003547799,0.002109482,0.0002887279,0.00006470362],"category_scores_gemma":[0.0002138716,0.0003373542,0.0001085581,0.0002874031,0.000132845,0.0003161929,0.0004011423,0.0002932654,0.0002743106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003782983,"about_ca_system_score_gemma":0.0000932854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002040881,"about_ca_topic_score_gemma":0.00008735355,"domain_scores_codex":[0.9974361,0.00004996379,0.0006813988,0.0008740355,0.0005090309,0.0004494783],"domain_scores_gemma":[0.9981476,0.0001030561,0.000360057,0.0008789191,0.0003858824,0.0001244774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005829306,0.0003306542,0.0003699251,0.00009337017,0.0002302313,0.00007413112,0.001698359,0.0006491541,0.03175036,0.9037064,0.001182356,0.05985676],"study_design_scores_gemma":[0.0047035,0.002659169,0.0009094262,0.001847106,0.00009509677,0.00064618,0.006382819,0.1236164,0.7280182,0.07440481,0.05414718,0.002570108],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3161286,0.0004993169,0.6646004,0.008206637,0.006502368,0.001386481,0.00005347721,0.0006551089,0.001967597],"genre_scores_gemma":[0.9900224,0.0003127953,0.007600517,0.0002311145,0.0001998544,0.0002658075,0.00002423948,0.00002581106,0.001317459],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8293016,"threshold_uncertainty_score":0.9999079,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2097358881","doi":"10.1109/iat.2005.103","title":"Modelling Multiagent Bayesian Networks with Inclusion Dependencies","year":2006,"lang":"en","type":"article","venue":"IEEE/WIC/ACM International Conference on Intelligent Agent Technology","topic":"Bayesian Modeling and Causal Inference","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"Bayesian network; Joint probability distribution; Computer science; Inclusion (mineral); Conditional probability; Variable (mathematics); Bayesian probability; Probability distribution; Conditional probability distribution; Artificial intelligence; Mathematics; Econometrics; Statistics","retraction":null,"screen_n_in":null,"score":{"opus":0.04313593863537292,"gpt":0.2762085240296416,"spread":0.2330725853942687,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003655936,0.0005511037,0.0004082681,0.0008664871,0.0004931807,0.0003402731,0.004217692,0.0004327027,0.0001669427],"category_scores_gemma":[0.00004771205,0.000479458,0.000138835,0.0006827662,0.0002610161,0.000403396,0.001587271,0.0008352624,0.0001744225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003256749,"about_ca_system_score_gemma":0.0001804824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003387611,"about_ca_topic_score_gemma":0.00015803,"domain_scores_codex":[0.9962209,0.00008197187,0.0007633067,0.001185053,0.0009995245,0.0007491746],"domain_scores_gemma":[0.9973601,0.0001118773,0.0003501209,0.001322675,0.000702241,0.0001529692],"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":[0.0000645145,0.0003248444,0.0003880633,0.00000887162,0.00007743547,0.0001312331,0.0002231388,0.4039996,0.001011674,0.5618641,0.0005471713,0.03135934],"study_design_scores_gemma":[0.0003074125,0.0003061038,0.00002329371,0.0001885148,0.0000152151,0.00006949611,0.00009458805,0.9032544,0.01401133,0.07971438,0.001478436,0.0005367945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01925071,0.0001726542,0.9667766,0.005340233,0.001290296,0.0003560686,0.000008214614,0.0008779023,0.005927329],"genre_scores_gemma":[0.9409323,0.000307648,0.05715036,0.0003870917,0.0001978382,0.0001053887,0.0000315907,0.00003687355,0.0008508853],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9216816,"threshold_uncertainty_score":0.9997657,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1532716643","doi":"10.1109/iat.2004.5","title":"A framework to specify and evaluate coordination in MAS with logic","year":2004,"lang":"en","type":"article","venue":"IEEE/WIC/ACM International Conference on Intelligent Agent Technology","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Temporal logic; Linear temporal logic; Description logic; Service (business); Theoretical computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.04900607208603159,"gpt":0.3220134699405495,"spread":0.2730073978545179,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002534979,0.0003311798,0.0002865445,0.00127054,0.00009081681,0.0001855613,0.002299607,0.0002458201,0.0001312175],"category_scores_gemma":[0.00009271999,0.0002791497,0.00004544621,0.001096062,0.0001158701,0.0002248863,0.0005378177,0.0005594991,0.0003499315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00025299,"about_ca_system_score_gemma":0.0001140898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001327814,"about_ca_topic_score_gemma":0.0006110902,"domain_scores_codex":[0.9976141,0.00005037354,0.000427815,0.0008789169,0.0005975463,0.0004312362],"domain_scores_gemma":[0.9984115,0.0001033229,0.000165155,0.0008131793,0.0003792982,0.0001275715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001010189,0.0002059289,0.00154231,0.00001297619,0.00005401274,0.0000996294,0.001350626,0.002008447,0.001501745,0.9641843,0.00005239844,0.02888665],"study_design_scores_gemma":[0.001180039,0.00168613,0.003812529,0.0008186801,0.00001846981,0.000147677,0.001044299,0.007040903,0.04462496,0.9302772,0.008563744,0.0007854206],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3729593,0.00007729849,0.5285432,0.0920829,0.001109233,0.0006525394,0.000009479263,0.0003814787,0.004184481],"genre_scores_gemma":[0.9557396,0.00008363482,0.04100256,0.002812665,0.0000788559,0.0001209352,0.00000991305,0.00001710285,0.000134762],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5827802,"threshold_uncertainty_score":0.9999661,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}