{"meta":{"query_hash":"c045fad61c2a","filters":{"venue":"Journal of Artificial Societies and Social Simulation"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/c045fad61c2a","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Artificial+Societies+and+Social+Simulation"},"results":[{"id":"W112891579","doi":"10.18564/jasss.2305","title":"MayaSim: An Agent-Based Model of the Ancient Maya Social-Ecological System","year":2013,"lang":"en","type":"article","venue":"Journal of Artificial Societies and Social Simulation","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":63,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Alberta Innovates; Uppsala Universitet; University of Cincinnati; Arizona State University; Portland State University","keywords":"Maya; Agent-based model; Ecology; Computer science; Artificial intelligence; Geography; Biology; Archaeology","score_opus":0.02975102420666311,"score_gpt":0.24503233204057534,"score_spread":0.21528130783391222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W112891579","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9977794,0.000010999666,0.0009334173,0.0007689926,0.00015404014,0.0001545567,0.0000053968565,0.0000084960475,0.00018466033],"genre_scores_gemma":[0.9994403,0.0000016716727,0.00011119094,0.00022534336,0.00019607192,0.000002546907,0.0000012597025,0.0000065008503,0.000015082649],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987968,0.000112688555,0.00042562783,0.000098444645,0.0004021383,0.00016428148],"domain_scores_gemma":[0.99932915,0.000040740535,0.0004609794,0.000054520453,0.00006520922,0.000049382095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042544125,0.000090837275,0.00020940791,0.000013844623,0.0005770825,0.000065788576,0.00014701739,0.00012869238,0.00014789069],"category_scores_gemma":[0.000008002427,0.000057257086,0.0001606041,0.000089357774,0.00007676125,0.0002867174,0.000053729604,0.00010192522,0.0000074700197],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000068588815,0.0002746597,0.022547582,0.00011116573,0.00003489064,7.487509e-7,0.009173272,0.9566088,0.0058697364,0.0007054719,0.0009193884,0.0036857133],"study_design_scores_gemma":[0.00023362407,0.00008770568,0.09394456,0.00001233466,0.000042183347,5.286435e-7,0.004037714,0.89972794,0.00016708748,0.0015002248,0.00014840384,0.0000976787],"about_ca_topic_score_codex":0.000097146396,"about_ca_topic_score_gemma":0.000076022625,"teacher_disagreement_score":0.07139698,"about_ca_system_score_codex":0.00014545918,"about_ca_system_score_gemma":0.000025327043,"threshold_uncertainty_score":0.44385102},"labels":[],"label_agreement":null},{"id":"W2152094098","doi":"","title":"Simulating SARS: Small-world epidemiological modeling and public health policy assessments","year":2004,"lang":"en","type":"article","venue":"Journal of Artificial Societies and Social Simulation","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":85,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Public health; Cellular automaton; Transmission (telecommunications); Epidemiology; Pandemic; Representation (politics); Social distance; Geography; Data science; Computer science; Public relations; Environmental health; Coronavirus disease 2019 (COVID-19); Political science; Medicine; Telecommunications; Disease; Artificial intelligence","score_opus":0.5277394096796515,"score_gpt":0.5232924589842887,"score_spread":0.004446950695362828,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2152094098","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7895812,0.00023272798,0.17540169,0.034457248,0.000079682744,0.00017006903,0.0000031311715,0.00003352938,0.000040763724],"genre_scores_gemma":[0.98650664,0.00014930412,0.010151973,0.0022032901,0.0009619792,0.000001816221,0.00000173026,0.00001412512,0.000009150439],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99749124,0.00040158414,0.0011764914,0.00020610064,0.00029750567,0.00042707758],"domain_scores_gemma":[0.99647284,0.0021977895,0.00088561786,0.00005945054,0.0002437501,0.00014058327],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0034016746,0.00018896381,0.0007557223,0.000106719875,0.0009613514,0.000100466306,0.00008822867,0.00016424441,0.0000051242246],"category_scores_gemma":[0.0046086116,0.00015117842,0.00021422752,0.00022637438,0.0001777281,0.00021857726,0.00011860242,0.0003746242,4.0453992e-7],"study_design_candidate":"theoretical_or_conceptual","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":[0.00017782139,0.0005550602,0.018793972,0.00036428697,0.0003913097,0.000006863081,0.018376732,0.47770533,0.0001447107,0.35511485,0.00023248243,0.12813658],"study_design_scores_gemma":[0.00052281714,0.0002487688,0.004497416,0.0000511843,0.000031332474,0.000001726463,0.003226663,0.19030936,0.0000014141708,0.8004579,0.00047005038,0.00018135647],"about_ca_topic_score_codex":0.00028564397,"about_ca_topic_score_gemma":0.00011443852,"teacher_disagreement_score":0.44534305,"about_ca_system_score_codex":0.0004559956,"about_ca_system_score_gemma":0.00018782269,"threshold_uncertainty_score":0.7394035},"labels":[],"label_agreement":null},{"id":"W2475332182","doi":"10.18564/jasss.3137","title":"Using Computational Modeling for Building Theory: A Double Edged Sword","year":2016,"lang":"en","type":"article","venue":"Journal of Artificial Societies and Social Simulation","topic":"BIM and Construction Integration","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Saskatchewan","funders":"","keywords":"SWORD; Computer science; World Wide Web","score_opus":0.05917228946589022,"score_gpt":0.3056728969161877,"score_spread":0.2465006074502975,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2475332182","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4261136,0.000049000922,0.573403,0.000113014685,0.0002456944,0.00004242311,0.000002302139,0.000013426676,0.000017522929],"genre_scores_gemma":[0.99381125,0.0000075725015,0.0053895805,0.000016964264,0.0007524403,0.0000011732094,9.355916e-7,0.000010821021,0.000009239362],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994353,0.00001724256,0.00028259028,0.000049000802,0.00012309977,0.00009276451],"domain_scores_gemma":[0.99953675,0.00010251907,0.00009731517,0.000015782054,0.00022524873,0.000022408172],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027696145,0.00006597432,0.00011901959,0.000044614062,0.00026912597,0.000053856813,0.000026653512,0.00008022259,0.000010188373],"category_scores_gemma":[0.000013994481,0.000051584404,0.00009811949,0.000047949765,0.00003777953,0.0002548109,0.000004463081,0.000057081343,2.1601383e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000115536175,0.0000055250625,0.000036242895,0.000013772407,0.000039055278,7.019123e-8,0.0011018292,0.89880353,0.005816871,0.04797917,0.000033421133,0.04605497],"study_design_scores_gemma":[0.00040362097,0.000018109671,0.000022035767,0.000020323256,0.000027161288,0.0000015157486,0.00077497045,0.85368174,0.00026909073,0.14447777,0.0002359184,0.00006774473],"about_ca_topic_score_codex":0.0000011734367,"about_ca_topic_score_gemma":9.513647e-7,"teacher_disagreement_score":0.5680134,"about_ca_system_score_codex":0.00007906,"about_ca_system_score_gemma":0.000025300702,"threshold_uncertainty_score":0.2103551},"labels":[],"label_agreement":null},{"id":"W3034602597","doi":"10.18564/jasss.4282","title":"A Software Architecture for Mechanism-Based Social Systems Modelling in Agent-Based Simulation Models","year":2020,"lang":"en","type":"article","venue":"Journal of Artificial Societies and Social Simulation","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Addiction and Mental Health","funders":"National Institute on Alcohol Abuse and Alcoholism; Economic and Social Research Council; National Institutes of Health","keywords":"Computer science; Architecture; Mechanism (biology); Agent-based social simulation; Software architecture; Software; Artificial intelligence; Theoretical computer science; Multi-agent system; Programming language","score_opus":0.08701946918673273,"score_gpt":0.31249773050739205,"score_spread":0.22547826132065932,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3034602597","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10428562,0.000056024594,0.892041,0.0030281267,0.00016994352,0.0003390917,0.000026529984,0.00003901397,0.0000145950735],"genre_scores_gemma":[0.99313277,0.0000048517218,0.0055824188,0.00038809545,0.0008208163,0.00000643628,0.000037528498,0.000018998233,0.000008054931],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99834156,0.0001845103,0.0005932122,0.00015625806,0.0004996284,0.00022485285],"domain_scores_gemma":[0.9985967,0.00038199965,0.0004957643,0.000023771885,0.00042234684,0.00007941522],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00072561315,0.0001273129,0.00028849766,0.000095124895,0.00095568656,0.00016593901,0.0000825022,0.0002508544,0.000005913837],"category_scores_gemma":[0.00009962701,0.00013664413,0.0001878146,0.00024932396,0.00008399156,0.00029898837,0.0000035317362,0.00018862805,2.468796e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003200049,0.00003389899,0.0000865229,0.000065058106,0.000013132181,8.6437166e-7,0.04639482,0.9465792,0.000019841516,0.0048320694,0.00003053822,0.0016240412],"study_design_scores_gemma":[0.0006889422,0.000079974925,0.000050953517,0.000026883912,0.000046730158,2.3693135e-8,0.007949297,0.97956,0.000008811508,0.010819581,0.0006280679,0.00014073821],"about_ca_topic_score_codex":0.00008154588,"about_ca_topic_score_gemma":0.000048335445,"teacher_disagreement_score":0.8888472,"about_ca_system_score_codex":0.000112367474,"about_ca_system_score_gemma":0.00023760421,"threshold_uncertainty_score":0.7350465},"labels":[],"label_agreement":null},{"id":"W4312968868","doi":"10.18564/jasss.4923","title":"Agent-Based Model for Urban Administration: A Case Study of Bridge Construction and its Traffic Dispersion Effect","year":2022,"lang":"en","type":"article","venue":"Journal of Artificial Societies and Social Simulation","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"Institute for Information and Communications Technology Promotion; Ministry of Science and ICT, South Korea","keywords":"Bridge (graph theory); Dispersion (optics); Administration (probate law); Transport engineering; Computer science; Engineering; Physics; Political science; Medicine","score_opus":0.04798007607853484,"score_gpt":0.33449470786811597,"score_spread":0.28651463178958114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312968868","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98871917,0.000054924378,0.010323584,0.0003243199,0.00016621135,0.00037264678,0.000023089744,0.000010666805,0.0000053829676],"genre_scores_gemma":[0.99958986,0.0000058599467,0.00018109157,0.00002049835,0.00015758342,0.00000724653,0.000012092348,0.0000061623127,0.000019623294],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989388,0.00019868673,0.00034923072,0.0000918364,0.00033056753,0.00009090521],"domain_scores_gemma":[0.99914646,0.00019702052,0.0003948606,0.000019864083,0.00020104216,0.000040768376],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007900593,0.00006731852,0.00016864704,0.000060331833,0.0016255644,0.000046971334,0.000031723022,0.000057111847,0.000008630061],"category_scores_gemma":[0.000042293326,0.000071232804,0.00008021636,0.0001228381,0.000077409364,0.0001713863,0.0000045646084,0.000094453855,2.0436028e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047381088,0.00017428808,0.002062437,0.00003383774,0.000027070615,0.0000081874105,0.11745569,0.87352204,0.000039202085,0.00054762256,0.00006116092,0.0055946335],"study_design_scores_gemma":[0.0012216053,0.0011768148,0.0009078728,0.0000066370403,0.00015432209,0.0000072799294,0.100216374,0.8959083,0.000013047082,0.00011920769,0.00016731181,0.000101230464],"about_ca_topic_score_codex":0.00003956403,"about_ca_topic_score_gemma":0.00016884542,"teacher_disagreement_score":0.022386238,"about_ca_system_score_codex":0.00005819693,"about_ca_system_score_gemma":0.00013086724,"threshold_uncertainty_score":0.9996742},"labels":[],"label_agreement":null},{"id":"W4318688301","doi":"10.18564/jasss.5027","title":"A Geospatial Bounded Confidence Model Including Mega-Influencers with an Application to Covid-19 Vaccine Hesitancy","year":2023,"lang":"en","type":"article","venue":"Journal of Artificial Societies and Social Simulation","topic":"COVID-19 epidemiological studies","field":"Mathematics","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":"Toronto Metropolitan University","funders":"","keywords":"Geospatial analysis; Influencer marketing; Coronavirus disease 2019 (COVID-19); Mega-; Bounded function; Megacity; 2019-20 coronavirus outbreak; Geography; Computer science; Data science; Virology; Business; Cartography; Medicine; Mathematics; Biology; Physics; Marketing; Ecology","score_opus":0.261499900749348,"score_gpt":0.46522014954901875,"score_spread":0.20372024879967077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318688301","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6875145,0.000017398514,0.305035,0.0070461063,0.00003925047,0.00026641123,0.0000056255526,0.00006394378,0.0000117918735],"genre_scores_gemma":[0.9945547,0.000025407255,0.0034946988,0.0014720038,0.00039774695,0.000013859173,0.0000037013242,0.000016028984,0.00002182741],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9982835,0.0001309873,0.0006408131,0.00021774517,0.0004647737,0.0002621721],"domain_scores_gemma":[0.99762845,0.0012317922,0.0005410837,0.00008947024,0.00033341872,0.00017578863],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001549795,0.00016110287,0.00043999468,0.00008488727,0.0010322469,0.00008231836,0.00013135363,0.00013615598,0.0000110546725],"category_scores_gemma":[0.0016418303,0.0001282841,0.00010585694,0.0003598577,0.00008433353,0.00028440738,0.00007563052,0.00018424557,0.000002067268],"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":[0.0013774106,0.00013668006,0.0067665395,0.00021285043,0.00016439341,0.0000085929705,0.049339782,0.8636029,0.0016781003,0.06709686,0.0023507364,0.0072651883],"study_design_scores_gemma":[0.00047068973,0.0003638298,0.0048757577,0.000022282122,0.00008827065,0.0000012590799,0.005629826,0.42764914,0.000026927146,0.56010437,0.0005519567,0.00021570924],"about_ca_topic_score_codex":0.00012539916,"about_ca_topic_score_gemma":0.00027115742,"teacher_disagreement_score":0.4930075,"about_ca_system_score_codex":0.00034506083,"about_ca_system_score_gemma":0.00016361222,"threshold_uncertainty_score":0.79393125},"labels":[],"label_agreement":null},{"id":"W4403951990","doi":"10.18564/jasss.5450","title":"Visual ODD: A Standardised Visualisation Illustrating the Narrative of Agent-Based Models","year":2024,"lang":"en","type":"article","venue":"Journal of Artificial Societies and Social Simulation","topic":"Multi-Agent Systems and Negotiation","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Narrative; Visualization; Computer science; Visual analytics; Human–computer interaction; Cognitive science; Data science; Psychology; Artificial intelligence; Art","score_opus":0.05273923015412737,"score_gpt":0.33834052744891785,"score_spread":0.2856012972947905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403951990","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4754852,0.00015200279,0.52287555,0.0009851255,0.00034880315,0.0001110988,0.0000028435024,0.0000149312555,0.000024444607],"genre_scores_gemma":[0.9989608,0.0000063473794,0.00052494917,0.000060762475,0.00042246963,0.0000015016702,0.0000022151141,0.000006278606,0.000014689614],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985622,0.00018187963,0.0005379856,0.00010993366,0.0005003988,0.000107591884],"domain_scores_gemma":[0.99896735,0.00024204204,0.00041345978,0.000047570724,0.00030223385,0.000027318996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010172552,0.000090090456,0.00018146232,0.00006296103,0.00042995007,0.00026677747,0.000103027814,0.0000814872,0.0000066823022],"category_scores_gemma":[0.000033208078,0.000064543725,0.00016865156,0.00020181407,0.00007197609,0.00066435954,0.000020918731,0.0001279255,3.408126e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010885046,0.00010825208,0.00011297303,0.0002034225,0.00016132995,0.0000038078492,0.27542624,0.6001366,0.0090822205,0.06594494,0.00049558503,0.04821579],"study_design_scores_gemma":[0.00017379575,0.00011691692,0.00034376033,0.000052042455,0.00002316754,5.066148e-7,0.008367317,0.98426944,0.0005355613,0.0058676167,0.00017941625,0.00007048532],"about_ca_topic_score_codex":0.000018618484,"about_ca_topic_score_gemma":0.0000068709355,"teacher_disagreement_score":0.5234756,"about_ca_system_score_codex":0.000078938545,"about_ca_system_score_gemma":0.00014416626,"threshold_uncertainty_score":0.3306872},"labels":[],"label_agreement":null}]}