{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":34,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":34,"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":"40cd247f1b00","filters":{"venue":"Advances in Complex Systems"}},"results":[{"id":"W2095564494","doi":"10.1142/s0219525911002998","title":"AN EMPIRICAL STUDY OF POTENTIAL-BASED REWARD SHAPING AND ADVICE IN COMPLEX, MULTI-AGENT SYSTEMS","year":2011,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Reinforcement Learning in Robotics","field":"Computer Science","cited_by":79,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Reinforcement learning; Computer science; Context (archaeology); Reward system; Nash equilibrium; Domain (mathematical analysis); Artificial intelligence; Machine learning; Psychology; Mathematical optimization; Mathematics","authors":[{"name":"Sam Devlin","is_ca":false},{"name":"Daniel Kudenko⋆","is_ca":false},{"name":"Marek Grześ","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1324506532271785,"gpt":0.3578127690604147,"spread":0.2253621158332362,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005362243,0.0003629373,0.0004174017,0.0005797269,0.0005072165,0.0009380387,0.0009274998,0.00116578,0.002068613],"category_scores_gemma":[0.08769254,0.00027746,0.0002582823,0.0006335902,0.001829145,0.002509935,0.0009512882,0.00152195,0.0001440129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008182767,"about_ca_system_score_gemma":0.0004905882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003037824,"about_ca_topic_score_gemma":0.001890323,"domain_scores_codex":[0.9981856,0.001177953,0.00008606816,0.0001892663,0.0002668833,0.00009421562],"domain_scores_gemma":[0.9064002,0.08117667,0.005383215,0.004009358,0.00192751,0.001103018],"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":[0.0005191091,0.0007315437,0.09140047,0.0004738571,0.0002403865,0.0002860273,0.001165544,0.7839344,0.002666675,0.05420731,0.001623084,0.06275163],"study_design_scores_gemma":[0.00009211767,0.0003934834,0.03093326,0.00004656086,0.00003144073,0.0001454921,0.0003951828,0.9317333,0.001046916,0.03371331,0.001430551,0.00003843076],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9506266,0.0007417652,0.04305803,0.001047908,0.00001552334,0.00006967784,0.00009524567,0.0000837109,0.004261613],"genre_scores_gemma":[0.9964637,0.000082602,0.003181021,0.00002365926,0.000004576128,0.00001404654,0.00002817761,0.000006946979,0.0001952567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005362243,"threshold_uncertainty_score":0.02835858,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2034167740","doi":"10.1142/s0219525911003256","title":"THE COEVOLUTION OF GROUP SIZE AND LEADERSHIP: AN AGENT-BASED PUBLIC GOODS MODEL FOR PREHISPANIC PUEBLO SOCIETIES","year":2011,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":55,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"National Science Foundation","keywords":"Public good; Group (periodic table); Competition (biology); Outcome (game theory); Productivity; Public goods game; Parameterized complexity; Coevolution; Microeconomics; Economics; Computer science; Economic growth; Ecology","authors":[{"name":"Timothy A. Kohler","is_ca":false},{"name":"Denton Cockburn","is_ca":true},{"name":"Paul L. Hooper","is_ca":false},{"name":"R. Kyle Bocinsky","is_ca":false},{"name":"Ziad Kobti","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2306654617821186,"gpt":0.3350797936820393,"spread":0.1044143318999206,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004437683,0.0003521127,0.00042283,0.0003955405,0.0008146965,0.00117064,0.001175354,0.001171863,0.003810419],"category_scores_gemma":[0.001746869,0.0002531583,0.0004219351,0.0003040081,0.001367989,0.001009317,0.0009317056,0.0006299356,0.0002713685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001344741,"about_ca_system_score_gemma":0.0009561504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02033764,"about_ca_topic_score_gemma":0.01558934,"domain_scores_codex":[0.9998298,0.00008920733,0.00000437793,0.0000238872,0.00001619939,0.00003653813],"domain_scores_gemma":[0.9994316,0.0002607895,0.0001020219,0.00002754327,0.00004819734,0.0001298192],"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":[0.0001198334,0.0001289505,0.006012702,0.00002419436,0.0000432664,0.0003569245,0.0005498555,0.9022001,0.0009398758,0.08628903,0.0008255608,0.002509716],"study_design_scores_gemma":[0.0000653892,0.0000495834,0.000901064,0.000005705733,0.00001254402,0.0000298604,0.0001541479,0.9856797,0.00005203983,0.01232715,0.0007147542,0.000008187128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8911701,0.0001420394,0.0806735,0.001685581,0.00003234898,0.00007234969,0.0002169012,0.00005289361,0.02595415],"genre_scores_gemma":[0.9890793,0.00008488497,0.005439905,0.00006666658,0.000009543469,0.00008861661,0.00004796962,0.000007791456,0.005175321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02033764,"threshold_uncertainty_score":0.04043853,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1999327540","doi":"10.1142/s1793962310000079","title":"SIMULATION AND REALITY: THE BIG PICTURE","year":2010,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"Division of Civil, Mechanical and Manufacturing Innovation","keywords":"Implementation; Trustworthiness; Computer science; Perspective (graphical); Big data; Perception; Core (optical fiber); Sociology; Epistemology; Artificial intelligence; Telecommunications; Philosophy; Software engineering; Internet privacy","authors":[{"name":"Tuncer Ören","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1964216944305842,"gpt":0.4742681287221803,"spread":0.2778464342915962,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01595424,0.00102798,0.001463521,0.004405261,0.003316008,0.01892721,0.002413609,0.004097072,0.006041592],"category_scores_gemma":[0.02332135,0.0009246326,0.001124266,0.003218359,0.02244833,0.03762016,0.007340734,0.01084103,0.0009301313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005966513,"about_ca_system_score_gemma":0.005847557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004630869,"about_ca_topic_score_gemma":0.00387963,"domain_scores_codex":[0.9870123,0.007541036,0.0006168685,0.001217335,0.003195145,0.0004171434],"domain_scores_gemma":[0.9621587,0.02947971,0.0009235158,0.003704317,0.002353522,0.001380163],"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":[0.00003800395,0.00003201002,0.002087006,0.0009246831,0.00008729733,0.0001217197,0.005081896,0.003419511,0.0003482087,0.9180077,0.009251631,0.06060027],"study_design_scores_gemma":[0.000009539145,0.00003376513,0.001160746,0.001143397,0.00003431161,0.0001430586,0.006536327,0.004086536,0.0002067284,0.9002714,0.0863304,0.00004382745],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03499016,0.1990036,0.1934803,0.4330533,0.00363743,0.0001319578,0.0005965037,0.0006895167,0.1344173],"genre_scores_gemma":[0.7520254,0.1360488,0.08210866,0.01779465,0.003073569,0.0002263641,0.0005555909,0.0004357569,0.007731294],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01892721,"threshold_uncertainty_score":0.08437508,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1990853262","doi":"10.1142/s0219525909002040","title":"DELAY-INDEPENDENT STABILITY OF GENETIC REGULATORY NETWORKS WITH TIME DELAYS","year":2009,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Stability (learning theory); Gene regulatory network; Genetic network; Computer science; Complement (music); Biology; Control theory (sociology); Gene; Genetics; Mutant; Control (management); Artificial intelligence; Gene expression","authors":[{"name":"Fang‐Xiang Wu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008600920377295209,"gpt":0.2327729967816823,"spread":0.224172076404387,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006025382,0.0004690237,0.0002944348,0.0006596058,0.0003197528,0.0006623331,0.0004936666,0.0004099329,0.0007243524],"category_scores_gemma":[0.002981991,0.0001889633,0.0003992125,0.0002768095,0.001150569,0.0007305044,0.0004900759,0.0004310182,0.0001190992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001188121,"about_ca_system_score_gemma":0.0005269053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002162565,"about_ca_topic_score_gemma":0.001028811,"domain_scores_codex":[0.9996799,0.00006500228,0.00001223026,0.00009585994,0.000097932,0.00004900129],"domain_scores_gemma":[0.9987658,0.0006786963,0.0002741713,0.00006261415,0.0001537236,0.00006498459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001832077,0.0000406074,0.002585936,0.00007067005,0.00007246333,0.0003485499,0.0002478977,0.7265724,0.06414811,0.1929853,0.0002641916,0.01248067],"study_design_scores_gemma":[0.00002081139,0.00003721634,0.0006416597,0.000004495692,0.00001472044,0.00004152009,0.00002451312,0.9456155,0.005787314,0.04735846,0.0004400588,0.00001372627],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4767903,0.0005645538,0.5167815,0.0002827659,0.00002501448,0.00003510755,0.00007526916,0.0001529973,0.005292498],"genre_scores_gemma":[0.9908016,0.0002192741,0.007185602,0.00001940371,0.0000125632,0.00004338095,0.00003444832,0.00001568884,0.001668145],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002162565,"threshold_uncertainty_score":0.008620441,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2129080078","doi":"10.1142/s021952591100327x","title":"INTERACTIONS IN SPACE FOR ARCHAEOLOGICAL MODELS","year":2011,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Maritime and Coastal Archaeology","field":"Arts and Humanities","cited_by":28,"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":"Variety (cybernetics); Space (punctuation); Bronze Age; Spacetime; Bronze; Series (stratigraphy)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1816241051349893,"gpt":0.3066370536598605,"spread":0.1250129485248712,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001624552,0.001082587,0.0008349394,0.00155644,0.001478058,0.003076014,0.001757045,0.002232124,0.01225602],"category_scores_gemma":[0.006581361,0.0005114829,0.0009910653,0.001325039,0.002951941,0.004995532,0.002182811,0.002436773,0.001321926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001914401,"about_ca_system_score_gemma":0.001074045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005739189,"about_ca_topic_score_gemma":0.005645435,"domain_scores_codex":[0.9991654,0.0004993621,0.00002595943,0.0001283179,0.0001171757,0.00006379198],"domain_scores_gemma":[0.9974619,0.001598855,0.0002759749,0.0002890719,0.000181549,0.000192638],"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":[0.000007439489,0.00001087854,0.0002511258,0.00002369334,0.00001332584,0.00002470296,0.0001174881,0.07776358,0.00005670516,0.9193088,0.0009765885,0.001445694],"study_design_scores_gemma":[0.00001017154,0.00001101053,0.0001215521,0.00002081668,0.000007039685,0.00002737573,0.00009152049,0.2517085,0.0000216772,0.7417108,0.006258614,0.00001084075],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04867478,0.00313267,0.8294476,0.0158182,0.0003806597,0.00009850955,0.001131678,0.0003353728,0.1009806],"genre_scores_gemma":[0.8616748,0.003196642,0.09823597,0.001192718,0.0006376664,0.0007198356,0.0007656292,0.0002556313,0.03332097],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01225602,"threshold_uncertainty_score":0.04100049,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2160397424","doi":"10.1142/s0219525914500246","title":"MODELING DISTRIBUTED COLLABORATION ON GITHUB","year":2014,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Codebase; Computer science; Open source software; Software; Frame (networking); Open source; Knowledge management; Data science; World Wide Web; Software engineering","authors":[{"name":"Nora McDonald","is_ca":false},{"name":"Kelly Blincoe","is_ca":true},{"name":"Eva Petakovic","is_ca":false},{"name":"Sean Goggins","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.025153904496685,"gpt":0.297063084412691,"spread":0.271909179916006,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.003366195,0.0006796337,0.000560719,0.001905674,0.001973,0.004594171,0.002392218,0.002123533,0.005609643],"category_scores_gemma":[0.01208242,0.000517453,0.0008361517,0.002232746,0.00282636,0.00398575,0.004806823,0.001392622,0.001002005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003226521,"about_ca_system_score_gemma":0.002985544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02471885,"about_ca_topic_score_gemma":0.02039338,"domain_scores_codex":[0.9977205,0.001259942,0.00007232257,0.0004136793,0.0003011651,0.000232368],"domain_scores_gemma":[0.9937232,0.003368517,0.000844716,0.0008219376,0.0005244907,0.0007170667],"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":[0.0002286353,0.0003433586,0.02795083,0.0001525093,0.00009217641,0.001903761,0.009144209,0.6034468,0.001761684,0.325362,0.003198188,0.02641583],"study_design_scores_gemma":[0.00005721093,0.00006948961,0.0049754,0.00004409507,0.00002560061,0.0001471092,0.002380706,0.8910442,0.0002660785,0.08913481,0.01182793,0.00002742051],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6036737,0.0005867276,0.3403179,0.00265529,0.000109723,0.000389243,0.0005133766,0.0007811222,0.05097293],"genre_scores_gemma":[0.932305,0.0002581418,0.05738566,0.00009776063,0.00004675707,0.0005213525,0.0003673166,0.0001331411,0.008884914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9980943,"threshold_uncertainty_score":0.04914993,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2095752422","doi":"10.1142/s0219525905000373","title":"EXTENDED ENTROPIES AND DISORDER","year":2005,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Statistical Mechanics and Entropy","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Mathematics; Conjecture; Entropy (arrow of time); Sketch; Tsallis entropy; Statistical physics; Rényi entropy; Pure mathematics; Principle of maximum entropy; Statistics; Physics; Quantum mechanics; Algorithm; Tsallis statistics","authors":[{"name":"Matt Davison","is_ca":true},{"name":"J. S. Shiner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01045514374241604,"gpt":0.2797311818910679,"spread":0.2692760381486519,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007224652,0.0003151943,0.0004673713,0.001541362,0.0006256468,0.001175982,0.000480387,0.0005486413,0.001689099],"category_scores_gemma":[0.002959338,0.0001864128,0.0003680403,0.0006184835,0.003481045,0.002994634,0.001401712,0.0006877915,0.0001469072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001023247,"about_ca_system_score_gemma":0.0004466993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007158366,"about_ca_topic_score_gemma":0.0004883208,"domain_scores_codex":[0.9994534,0.0001040383,0.00003885887,0.0001038948,0.000189269,0.0001105815],"domain_scores_gemma":[0.9983867,0.0007540872,0.0003029158,0.0002794493,0.0001359323,0.0001409321],"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":[0.00002211871,0.000008605689,0.001146937,0.00004189475,0.00001351775,0.0001105383,0.0001960208,0.01815048,0.002779539,0.9726304,0.0003589265,0.004541027],"study_design_scores_gemma":[0.000005883443,0.00001456588,0.001577602,0.00001650301,0.000005349477,0.0001623226,0.00007622448,0.05466665,0.001339369,0.9402314,0.00188315,0.00002108409],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6942545,0.003812492,0.2469146,0.001552349,0.0001324733,0.00006068343,0.0004801792,0.0002568946,0.05253578],"genre_scores_gemma":[0.9917926,0.0004492587,0.006071877,0.00008056066,0.00006593078,0.00002882506,0.00006020851,0.00001511203,0.001435561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001689099,"threshold_uncertainty_score":0.007424235,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2128702459","doi":"10.1142/s0219525914500064","title":"RECODE: SOFTWARE PACKAGE REFACTORING VIA COMMUNITY DETECTION IN BIPARTITE SOFTWARE NETWORKS","year":2014,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Software Engineering Research","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"National Key Research and Development Program of China; McMaster University","keywords":"Code refactoring; Computer science; Bipartite graph; Software; Set (abstract data type); Software package; Software maintenance; Software metric; Software engineering; Data mining; Software system; Software construction; Theoretical computer science; Programming language; Graph","authors":[{"name":"Weifeng Pan","is_ca":false},{"name":"Bing Li","is_ca":false},{"name":"Bo Jiang","is_ca":false},{"name":"Kun Liu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03139022521776556,"gpt":0.2889413635581913,"spread":0.2575511383404257,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002084959,0.001048366,0.0009311563,0.004388795,0.0009483637,0.000965094,0.001992108,0.001439376,0.001192521],"category_scores_gemma":[0.007500635,0.0004971111,0.001104096,0.002188495,0.000770931,0.001860995,0.001839957,0.0009780052,0.00055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009975054,"about_ca_system_score_gemma":0.001118866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00735255,"about_ca_topic_score_gemma":0.009174095,"domain_scores_codex":[0.9980854,0.0006802778,0.00006320266,0.0004736389,0.0005310533,0.0001664946],"domain_scores_gemma":[0.9962476,0.001710127,0.0005182637,0.0005006678,0.0008502357,0.0001731627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003752374,0.0003769767,0.0117913,0.0004555369,0.0002393053,0.0004302627,0.0005458683,0.169159,0.0235371,0.01798216,0.008161701,0.7669455],"study_design_scores_gemma":[0.00001881058,0.00005067999,0.001393145,0.00001850726,0.00002758899,0.0001597908,0.00007006009,0.9843566,0.00364948,0.008153966,0.002081146,0.00002026493],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02998215,0.0002443589,0.9665613,0.0001644764,0.00003021907,0.0001367241,0.000174022,0.001702334,0.00100444],"genre_scores_gemma":[0.3203544,0.0002355833,0.6742145,0.000182479,0.00005645609,0.000230819,0.001215901,0.0002618229,0.003248103],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00735255,"threshold_uncertainty_score":0.01461953,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2301123520","doi":"10.1142/s1793962316410026","title":"Modeling and simulation as a service architecture for deploying resources in the Cloud","year":2016,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cloud computing; Computer science; Scalability; Distributed computing; Service (business); Architecture; Software deployment; Middleware (distributed applications); Service-oriented modeling; Resource (disambiguation); Cloud testing; Variety (cybernetics); Service-oriented architecture; Utility computing; Web service; Cloud computing security; Applications architecture; Software engineering; World Wide Web; Computer network; Database; Operating system; Software architecture; Software; Artificial intelligence","authors":[{"name":"Sixuan Wang","is_ca":true},{"name":"Gabriel Wainer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1475895300363771,"gpt":0.4384607875570197,"spread":0.2908712575206426,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001873423,0.000872193,0.0006170927,0.001044136,0.001345321,0.003073157,0.002213455,0.001584962,0.002413448],"category_scores_gemma":[0.002561188,0.0005553704,0.001367672,0.001488046,0.001089299,0.002133585,0.001885382,0.001638645,0.0008058962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002620295,"about_ca_system_score_gemma":0.004842447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03217894,"about_ca_topic_score_gemma":0.01735385,"domain_scores_codex":[0.9984787,0.0006084065,0.0001568327,0.0001662855,0.0004508685,0.0001388478],"domain_scores_gemma":[0.998987,0.0002304506,0.00008054514,0.0002309444,0.0003415334,0.0001295172],"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":[0.00009349744,0.00009021588,0.002159075,0.0001788107,0.00009481759,0.0002579275,0.000363518,0.72031,0.005433165,0.2328179,0.007048056,0.03115298],"study_design_scores_gemma":[0.00001567979,0.00001731476,0.0001614531,0.00002134176,0.0000157242,0.00003336531,0.00004822746,0.9607877,0.0009078155,0.01866586,0.01930865,0.00001694116],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008892761,0.0003927301,0.9769652,0.001252643,0.0001317499,0.000251615,0.0001932757,0.003151983,0.008768112],"genre_scores_gemma":[0.329708,0.001659783,0.6603919,0.0003717144,0.0001052718,0.0007742193,0.0009886596,0.0004435925,0.005557001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03217894,"threshold_uncertainty_score":0.06398326,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1976949588","doi":"10.1142/s0219525911003207","title":"THE SMALL-WORLD PROPERTY IN NETWORKS GROWING BY ACTIVE EDGES","year":2011,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Small-world network; Probabilistic logic; Computer science; Average path length; Focus (optics); Property (philosophy); Clustering coefficient; Logarithm; Simple (philosophy); Cluster analysis; Complex network; Fractal; Artificial intelligence; Algorithm; Mathematics; Theoretical computer science; Physics","authors":[{"name":"Philippe J. Giabbanelli","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0348856568424598,"gpt":0.2680624899057502,"spread":0.2331768330632904,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001143335,0.0003803098,0.0006011792,0.001325141,0.0009887636,0.001929421,0.001080479,0.00133276,0.002212731],"category_scores_gemma":[0.01242527,0.0005029191,0.0006485287,0.0009431451,0.002704666,0.003611444,0.001224953,0.000990205,0.0003343436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005874618,"about_ca_system_score_gemma":0.0002612319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009308512,"about_ca_topic_score_gemma":0.0008608741,"domain_scores_codex":[0.9994394,0.0001645201,0.00003144149,0.0001534267,0.000150437,0.000060663],"domain_scores_gemma":[0.9913987,0.005628409,0.001280219,0.000782548,0.0004598031,0.0004503019],"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":[0.0001021857,0.00004294575,0.004230392,0.000287419,0.00006688992,0.0007680986,0.0007470508,0.1298193,0.01299279,0.8228497,0.002018947,0.02607438],"study_design_scores_gemma":[0.00003949512,0.00008423207,0.002480875,0.00004593879,0.0000438791,0.0007152983,0.0001234584,0.3858054,0.002923831,0.6023598,0.005343698,0.00003406853],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2916341,0.002153632,0.6849776,0.001604764,0.00009996921,0.00009872182,0.0002127713,0.0004259212,0.01879259],"genre_scores_gemma":[0.9552987,0.001219221,0.03989204,0.0001913382,0.0001264612,0.0001422165,0.000143926,0.00007894329,0.002907245],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002212731,"threshold_uncertainty_score":0.007402301,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1826088685","doi":"10.1142/s0219525915500186","title":"ESTIMATION OF CONTROL ENERGY AND CONTROL STRATEGIES FOR COMPLEX NETWORKS","year":2015,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":10,"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":"Major Research Plan; National Natural Science Foundation of China","keywords":"Controllability; Degree (music); Complex network; Eigenvalues and eigenvectors; Energy (signal processing); Mathematical optimization; Computer science; Control (management); Control theory (sociology); Mathematics; Applied mathematics; Statistics; Physics; Artificial intelligence","authors":[{"name":"Dingjie Wang","is_ca":false},{"name":"Suoqin Jin","is_ca":false},{"name":"Fang‐Xiang Wu","is_ca":true},{"name":"Xiufen Zou","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02309431747217042,"gpt":0.3001357037728903,"spread":0.2770413863007198,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009885475,0.0007404608,0.0006010744,0.0007403222,0.0003778462,0.001076302,0.000670201,0.0008765595,0.001186961],"category_scores_gemma":[0.004900299,0.0003375149,0.0003911472,0.0004619184,0.001038285,0.001219679,0.0006868807,0.0006780364,0.0001032648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001267563,"about_ca_system_score_gemma":0.0007118515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004475368,"about_ca_topic_score_gemma":0.002098487,"domain_scores_codex":[0.9996394,0.0001162744,0.00001772537,0.00009576385,0.0000894266,0.0000414221],"domain_scores_gemma":[0.9978994,0.001455197,0.0003009939,0.0000819258,0.000214837,0.00004761399],"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":[0.00001671171,0.00001212938,0.0003086304,0.00002576701,0.00001031877,0.00002049189,0.00001671621,0.9835527,0.0006269247,0.01082836,0.0001014689,0.00447972],"study_design_scores_gemma":[0.000001472664,0.000004991078,0.0000603797,0.000002132276,0.00000151244,0.000002854248,0.000004059046,0.9965371,0.0001385932,0.00318581,0.00005898607,0.000002198104],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04170324,0.0002338133,0.9546782,0.0002297232,0.00001437749,0.00003964976,0.00003627882,0.00006359199,0.003001048],"genre_scores_gemma":[0.9710087,0.0002630228,0.02747105,0.00003115284,0.00001149839,0.00009412512,0.00004303526,0.00001560556,0.001061875],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004475368,"threshold_uncertainty_score":0.009196877,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2142723924","doi":"10.1142/s0219525907000994","title":"ANALYSIS OF PREFERENTIAL NETWORK MOTIF GENERATION IN AN ARTIFICIAL REGULATORY NETWORK MODEL CREATED BY DUPLICATION AND DIVERGENCE","year":2007,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"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":"Gene duplication; Functional divergence; Gene regulatory network; Divergence (linguistics); Gene; Computational biology; Topology (electrical circuits); Biology; Network topology; Transcription factor; Computer science; Genetics; Genome; Gene family; Mathematics; Gene expression; Computer network; Combinatorics","authors":[{"name":"André Leier","is_ca":false},{"name":"Dwight Kuo","is_ca":false},{"name":"Wolfgang Banzhaf","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02517089690490795,"gpt":0.2855741052458581,"spread":0.2604032083409502,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006078887,0.0003049844,0.0003885335,0.0007374592,0.0002971817,0.000497867,0.0006456517,0.0006438982,0.0009744063],"category_scores_gemma":[0.003697542,0.0002606833,0.0004661164,0.0003998221,0.0007033833,0.0009120239,0.0003806424,0.0003995295,0.00006151225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007573316,"about_ca_system_score_gemma":0.0003483066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001672018,"about_ca_topic_score_gemma":0.001393699,"domain_scores_codex":[0.9997311,0.0001340378,0.000008598019,0.00005370151,0.00004164419,0.0000308977],"domain_scores_gemma":[0.9978141,0.001474436,0.0003111655,0.0001305006,0.0001379297,0.000131821],"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":[0.0001072541,0.00003166589,0.002481795,0.00004851028,0.00004470353,0.0001708238,0.00005639244,0.9571424,0.006467266,0.03028523,0.0001809266,0.002983106],"study_design_scores_gemma":[0.000003652224,0.000009035076,0.0002357374,8.632251e-7,0.000003401505,0.00001628789,0.000004363784,0.9956776,0.0002350949,0.003756653,0.00005467394,0.000002542789],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8209326,0.000141594,0.1766676,0.0001843127,0.00001315787,0.00002230988,0.0001449113,0.0001539784,0.001739553],"genre_scores_gemma":[0.9829727,0.00007978108,0.01625156,0.00001260136,0.000005937532,0.00003161082,0.0001291588,0.00001914311,0.0004973134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001672018,"threshold_uncertainty_score":0.005494893,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1978325078","doi":"10.1142/s0219525908001520","title":"CYCLICAL BEHAVIOR OF PRICES IN THE G7 COUNTRIES THROUGH WAVELET ANALYSIS","year":2008,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Market Dynamics and Volatility","field":"Economics, Econometrics and Finance","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"GDP deflator; Economics; Econometrics; Lag; Covariance; Volatility (finance); Mathematics; Statistics; Real gross domestic product","authors":[{"name":"Mauro Gallegati","is_ca":false},{"name":"Antonio Palestrini","is_ca":false},{"name":"Milena Petrini","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05754464959229098,"gpt":0.2874338276234819,"spread":0.2298891780311909,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007677849,0.0002147999,0.0003146695,0.002351,0.000184854,0.001197131,0.0001805506,0.000309644,0.001036747],"category_scores_gemma":[0.004103283,0.0001290135,0.0004718892,0.003215054,0.0003377232,0.0005521578,0.0005080291,0.0004290671,0.0002807742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003186946,"about_ca_system_score_gemma":0.0002043395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004565188,"about_ca_topic_score_gemma":0.002310469,"domain_scores_codex":[0.9997454,0.00007069527,0.00002072563,0.00004567622,0.00005075404,0.00006669381],"domain_scores_gemma":[0.9986526,0.0004015407,0.0004137275,0.0001340212,0.0003375695,0.00006055608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007929622,0.0001285973,0.7414487,0.0002600711,0.001026164,0.003256399,0.002263403,0.08322858,0.01797842,0.03801328,0.006671711,0.1049317],"study_design_scores_gemma":[0.00003966806,0.0001362084,0.871491,0.00006056223,0.0001914082,0.000423831,0.001082233,0.1100264,0.003630379,0.006732029,0.006108067,0.00007814021],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962679,0.0001316921,0.001510808,0.00006875535,0.000007078613,0.000006071189,0.0003882339,0.00001765827,0.001601763],"genre_scores_gemma":[0.9980718,0.000171449,0.0008190303,0.000009641944,0.00000844247,0.000005672792,0.0006921343,0.00001490111,0.0002068772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004565188,"threshold_uncertainty_score":0.009077191,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2108345119","doi":"10.1142/s1793962311500048","title":"ANALYTICAL MODELS BASED DISCRETE-TIME QUEUEING FOR THE CONGESTED NETWORK","year":2011,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Network Traffic and Congestion Control","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Laurentian University","funders":"","keywords":"Queueing theory; Computer science; Random early detection; Network packet; Queue; Network congestion; Layered queueing network; Active queue management; Quality of service; Throughput; Computer network; Real-time computing; Bulk queue; Drop (telecommunication); Telecommunications; Wireless","authors":[{"name":"Mofleh Al‐diabat","is_ca":false},{"name":"Hussein Abdel-Jaber","is_ca":false},{"name":"Fadi Thabtah","is_ca":false},{"name":"Osman Abou-Rabia","is_ca":true},{"name":"MAHMOUD KISHTA","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05704477389667452,"gpt":0.2725810879005831,"spread":0.2155363140039085,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007073945,0.0008394563,0.000810107,0.0008558142,0.0004579904,0.001268897,0.001428697,0.000896747,0.001648805],"category_scores_gemma":[0.002709148,0.0003643199,0.0006495756,0.0007275327,0.0006748089,0.001162565,0.000587676,0.001149701,0.0003345483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001667023,"about_ca_system_score_gemma":0.001109676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007342285,"about_ca_topic_score_gemma":0.004031362,"domain_scores_codex":[0.9995106,0.0001442244,0.00002152082,0.00006348017,0.0002014445,0.00005860194],"domain_scores_gemma":[0.9990715,0.0005200738,0.0001290448,0.00005249124,0.0001907311,0.00003609429],"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":[0.00003306466,0.00004024121,0.0002575954,0.00006414216,0.00001694647,0.00006778595,0.00007860429,0.93169,0.001760278,0.05913654,0.0008761139,0.005978702],"study_design_scores_gemma":[0.000002163725,0.00000426482,0.00002259699,0.000001889846,0.000002732503,0.000005420081,0.000002878663,0.9954413,0.00007390812,0.004056325,0.0003843248,0.000002316994],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01739302,0.001286413,0.9734837,0.0006084507,0.0001713195,0.00006287338,0.0001500036,0.0003784353,0.006465815],"genre_scores_gemma":[0.8427957,0.004495299,0.1419932,0.0002763504,0.0003025644,0.0004152798,0.0002992659,0.0001092176,0.009313087],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007342285,"threshold_uncertainty_score":0.01459908,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2962811440","doi":"10.1142/s1793962313420087","title":"STRUCTURAL ANALYSIS OF HIGH-INDEX DAE FOR PROCESS SIMULATION","year":2013,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Modeling and Simulation Systems","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":"Western University","funders":"","keywords":"Graph; Process (computing); Differential (mechanical device); Differential algebraic equation; Computer science; Function (biology); Differential equation; Position (finance); Reduction (mathematics); Index (typography); Mathematics; Mathematical optimization; Applied mathematics; Algorithm; Theoretical computer science; Mathematical analysis; Ordinary differential equation; Physics","authors":[{"name":"Xiaolin Qin","is_ca":false},{"name":"Wenyuan Wu","is_ca":false},{"name":"Yong Feng","is_ca":false},{"name":"Greg Reid","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04257320655722751,"gpt":0.3433926369392884,"spread":0.3008194303820609,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006141736,0.0004769662,0.0005182385,0.0004578343,0.0004265458,0.0007250566,0.0007579929,0.0005659091,0.003356154],"category_scores_gemma":[0.00223112,0.0002667064,0.0005763043,0.0003553837,0.0009295395,0.0009327639,0.0007879771,0.001113458,0.0004551935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000822569,"about_ca_system_score_gemma":0.0007649661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001344022,"about_ca_topic_score_gemma":0.001273237,"domain_scores_codex":[0.9996816,0.000105333,0.00001026625,0.00003681047,0.0001447835,0.00002125363],"domain_scores_gemma":[0.9993948,0.0003395193,0.0000616085,0.00007695681,0.0001046506,0.00002260316],"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":[0.00002159914,0.00002422937,0.0003190319,0.00006881077,0.00001622735,0.00005501613,0.00008893105,0.685263,0.005153571,0.2913726,0.0002294721,0.01738744],"study_design_scores_gemma":[0.00000302219,0.000009391921,0.00003653576,0.000003499965,0.000002099824,0.000007167943,0.000004973453,0.9729034,0.0005699673,0.0257609,0.0006971132,0.000001893505],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01373949,0.00008844156,0.9807401,0.00007738081,0.00001449678,0.00002356194,0.00002276932,0.00008597627,0.005207871],"genre_scores_gemma":[0.746789,0.0004962313,0.2444918,0.0000722122,0.00003430634,0.0002208539,0.0001422841,0.0001047809,0.007648563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003356154,"threshold_uncertainty_score":0.01122749,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3114311377","doi":"10.1142/s1793962321300016","title":"Computationally aware systems: Recommended features through a review of 188 definitions and its relevance to advanced simulation","year":2020,"lang":"en","type":"review","venue":"Advances in Complex Systems","topic":"Context-Aware Activity Recognition Systems","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 Ottawa","funders":"","keywords":"Relevance (law); Computer science; Consciousness; Computation; Cognition; Data science; Cognitive science; Management science; Artificial intelligence; Psychology; Neuroscience; Algorithm; Engineering","authors":[{"name":"Reza Irani","is_ca":false},{"name":"Pouria Sharifian Monfared","is_ca":false},{"name":"Mohammad Kazemifard","is_ca":false},{"name":"Tuncer Ören","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1606981079726598,"gpt":0.403892422156003,"spread":0.2431943141833432,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003156311,0.001308029,0.002279049,0.009163001,0.0005240294,0.002085641,0.001187028,0.001473384,0.00530182],"category_scores_gemma":[0.01205191,0.0006083231,0.001771288,0.007894998,0.001089691,0.003515751,0.00137985,0.002162742,0.001713372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001892743,"about_ca_system_score_gemma":0.00643888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003360013,"about_ca_topic_score_gemma":0.006662535,"domain_scores_codex":[0.9980749,0.0005502168,0.0005365538,0.0002209604,0.0005501192,0.00006716752],"domain_scores_gemma":[0.992946,0.005075092,0.0007132624,0.0001480112,0.001019631,0.00009807105],"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":[0.00009104507,0.00004110279,0.0003270433,0.1747733,0.0004034781,0.0001366224,0.0003653459,0.0004999105,0.0005112621,0.02090797,0.03354046,0.7684025],"study_design_scores_gemma":[0.00003969493,0.0001290361,0.001415443,0.1600382,0.001364252,0.0008355773,0.0003103545,0.0002187817,0.0003660283,0.01316792,0.822045,0.00006968],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008744602,0.9972081,0.0006067586,0.0007939005,0.0002465462,0.0000310985,0.00008417569,0.000009603137,0.0009323449],"genre_scores_gemma":[0.0009146809,0.996965,0.000992498,0.0005968489,0.0001532783,0.00005814867,0.00009904788,0.000005618743,0.0002149302],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009163001,"threshold_uncertainty_score":0.01773638,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4309259885","doi":"10.1142/s0219525922500102","title":"BENCHMARKING THE INFLUENTIAL NODES IN COMPLEX NETWORKS","year":2022,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Benchmarking; Heuristics; Benchmark (surveying); Computer science; Set (abstract data type); Variety (cybernetics); Resilience (materials science); Complex network; Machine learning; Data mining; Artificial intelligence; Marketing","authors":[{"name":"Owais A. Hussain","is_ca":false},{"name":"Maaz Bin Ahmad","is_ca":false},{"name":"Faraz Zaidi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01673818366659546,"gpt":0.2870244948325332,"spread":0.2702863111659378,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005027941,0.001271426,0.00103224,0.004920115,0.0009861205,0.001625886,0.001245965,0.001010054,0.00127858],"category_scores_gemma":[0.03144281,0.000378709,0.0007872052,0.002339246,0.001411832,0.00265687,0.001435401,0.0009387106,0.0003731376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001205721,"about_ca_system_score_gemma":0.0008524159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003537568,"about_ca_topic_score_gemma":0.00406677,"domain_scores_codex":[0.9976279,0.001054881,0.00012416,0.000475111,0.0005169111,0.0002011205],"domain_scores_gemma":[0.9797733,0.01487608,0.001393312,0.001684436,0.001710091,0.0005629546],"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":[0.0004383413,0.0001721476,0.03081428,0.0007468828,0.0003042256,0.0003225398,0.0007113765,0.8385631,0.007720321,0.02259183,0.003271508,0.09434342],"study_design_scores_gemma":[0.00002593228,0.0001542573,0.004875874,0.00008522133,0.00007378027,0.0002314533,0.0003562472,0.9546905,0.01131076,0.02590622,0.002247689,0.00004214965],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6493959,0.002660051,0.3362719,0.0006430392,0.0001808202,0.0002694964,0.00081316,0.001568617,0.008196906],"genre_scores_gemma":[0.9298206,0.0004061881,0.06826407,0.00005671273,0.00002953716,0.00007290272,0.000650393,0.000131935,0.0005677269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005027941,"threshold_uncertainty_score":0.02659059,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2127412122","doi":"10.1142/s1793962314500020","title":"Analytical modeling of oxide thickness variation of metals under high temperature solid-particle erosion","year":2013,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Erosion and Abrasive Machining","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada; Carleton University; University of Ottawa","funders":"","keywords":"Oxide; Alloy; Materials science; Erosion; Metallurgy; Particle (ecology); Deformation (meteorology); Particle size; Composite material; Chemical engineering; Geology","authors":[{"name":"Ju Chen","is_ca":true},{"name":"Kuiying Chen","is_ca":true},{"name":"Rong Liu","is_ca":true},{"name":"Ming Liang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02713225608884469,"gpt":0.2960091661926084,"spread":0.2688769101037637,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002399363,0.0003346335,0.000345943,0.0002103776,0.0002234306,0.0004498571,0.0008004168,0.000698221,0.0005712498],"category_scores_gemma":[0.0007584842,0.0002912967,0.0005023726,0.0001885702,0.0003535921,0.000464215,0.0002286911,0.0003868365,0.0001429415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005837259,"about_ca_system_score_gemma":0.0004517495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005276311,"about_ca_topic_score_gemma":0.002887797,"domain_scores_codex":[0.9999014,0.00001545083,0.000003734439,0.00002005174,0.00004386412,0.00001554721],"domain_scores_gemma":[0.9997804,0.0001073339,0.00003231825,0.00002059214,0.00005264976,0.000006765634],"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":[0.00002238707,0.00001516986,0.0008195797,0.00005015545,0.000008016426,0.00008490965,0.00005547675,0.9814804,0.01284874,0.001705417,0.00008014994,0.002829549],"study_design_scores_gemma":[0.000001595376,0.00001107394,0.000213021,0.000001630987,0.000001954194,0.0000127887,0.000005685395,0.9981688,0.001278211,0.0001824101,0.00012062,0.000002074096],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5824877,0.0007209227,0.403746,0.0001636137,0.00004777855,0.00008692633,0.0001892199,0.000362064,0.01219578],"genre_scores_gemma":[0.9891763,0.0002577768,0.007806099,0.00001058242,0.000005572817,0.00003311903,0.0000448576,0.00003023493,0.00263553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005276311,"threshold_uncertainty_score":0.01049119,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1968370376","doi":"10.1142/s021952590800174x","title":"A POPULATION MODEL OF THE STABILITY–FLEXIBILITY TRADEOFF","year":2008,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University; University of Alberta; Athabasca University","funders":"","keywords":"Stability (learning theory); Flexibility (engineering); Population; Type (biology); Control theory (sociology); Computer science; Statistical physics; Mathematics; Control (management); Physics; Statistics; Artificial intelligence; Ecology; Machine learning","authors":[{"name":"Burton Voorhees","is_ca":true},{"name":"JOSEPH SENEZ","is_ca":true},{"name":"T. A. Keeler","is_ca":true},{"name":"Martin Connors","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1187189579959095,"gpt":0.3394164411957806,"spread":0.2206974831998711,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009189471,0.0005540496,0.0007549504,0.000639037,0.0007589362,0.002252381,0.002050435,0.002466042,0.007898872],"category_scores_gemma":[0.003279004,0.0002932193,0.0006534097,0.001012675,0.001347033,0.002207051,0.001473572,0.00165763,0.00126493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001090986,"about_ca_system_score_gemma":0.0009161492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005219135,"about_ca_topic_score_gemma":0.002932867,"domain_scores_codex":[0.9994696,0.0002463742,0.00001802333,0.0001163404,0.00007492822,0.00007476276],"domain_scores_gemma":[0.9989548,0.0005220309,0.0001443491,0.00009176456,0.000130878,0.0001561614],"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":[0.00006951934,0.00008696476,0.00136555,0.00006291111,0.00006632866,0.0005262023,0.0005029324,0.4541257,0.002200582,0.5293234,0.003143894,0.008526116],"study_design_scores_gemma":[0.00007118308,0.00007206798,0.0003714543,0.00001739821,0.00002745889,0.00017883,0.0001041244,0.8495291,0.0001169409,0.1440586,0.005416011,0.00003681821],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1481509,0.0008913903,0.7643216,0.004158646,0.0002208465,0.0001873032,0.0009008944,0.000295198,0.08087309],"genre_scores_gemma":[0.9082862,0.000984268,0.05384998,0.0005494308,0.000140849,0.0005170382,0.0003206572,0.00005192828,0.03529965],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007898872,"threshold_uncertainty_score":0.02642435,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2205398236","doi":"10.1142/s1793962315400036","title":"Agents with four categories of understanding abilities and their role in two-stage (deep) emotional intelligence simulation","year":2015,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Social Robot Interaction and HRI","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Cognitive science; Computer science; Artificial intelligence; Emotional intelligence; Psychology; Cognitive psychology; Social psychology","authors":[{"name":"Tuncer Ören","is_ca":true},{"name":"Mohammad Kazemifard","is_ca":false},{"name":"Fariba Noori","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.227003831323858,"gpt":0.4241255528654954,"spread":0.1971217215416374,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002506965,0.000613845,0.0003573747,0.0008066499,0.0008223554,0.003889784,0.001206675,0.001701015,0.004801873],"category_scores_gemma":[0.007927862,0.0004323165,0.0008042058,0.0003599095,0.005190584,0.0066632,0.004905347,0.002112501,0.0004058629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009546498,"about_ca_system_score_gemma":0.0007538563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007881551,"about_ca_topic_score_gemma":0.0006115895,"domain_scores_codex":[0.9983235,0.0007867904,0.0001243761,0.0002133159,0.0002958913,0.0002561173],"domain_scores_gemma":[0.996779,0.001503267,0.0003058721,0.0006555374,0.0003318818,0.0004244675],"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":[0.0001064087,0.00008690207,0.003525431,0.0001319175,0.00003733678,0.0001771575,0.00712862,0.01513359,0.005845645,0.9509329,0.0005251843,0.01636885],"study_design_scores_gemma":[0.0000820534,0.000294181,0.003865416,0.00009845621,0.00007340805,0.0002802673,0.003810518,0.1896953,0.006640098,0.7813458,0.01369988,0.0001145128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3563358,0.0003482735,0.5325252,0.003350901,0.00005690768,0.0004422308,0.0001722015,0.0007357167,0.1060326],"genre_scores_gemma":[0.9083451,0.0001058551,0.08704996,0.0001223115,0.000009002457,0.000294948,0.00009220511,0.00003988488,0.003940749],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004801873,"threshold_uncertainty_score":0.01606387,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2105907355","doi":"10.1142/s1793962314300015","title":"Coupling concepts for simulation: A systematic and comprehensive view and advantages with declarative models","year":2014,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Component (thermodynamics); Computer science; Coupling (piping); Variable (mathematics); Matching (statistics); Section (typography); State (computer science); Core model; Theoretical computer science; Programming language; Mathematics","authors":[{"name":"Tuncer Ören","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1806503841603103,"gpt":0.4681609177088404,"spread":0.2875105335485301,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007095229,0.003354297,0.002051463,0.003734365,0.001673373,0.007483527,0.004179766,0.003328536,0.004877715],"category_scores_gemma":[0.00941967,0.002008842,0.002618495,0.004528862,0.007322528,0.01424954,0.004243497,0.008142485,0.001771925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002676389,"about_ca_system_score_gemma":0.002493223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002056852,"about_ca_topic_score_gemma":0.001534552,"domain_scores_codex":[0.9937881,0.003235528,0.0006933104,0.0006300331,0.001440702,0.0002124104],"domain_scores_gemma":[0.9950097,0.003384646,0.0003052745,0.0007677813,0.0003952113,0.0001374257],"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":[0.00001310999,0.00003264581,0.0002676105,0.0008145684,0.00003409799,0.00009191307,0.0008204448,0.008477428,0.0006821178,0.9561104,0.002743051,0.0299126],"study_design_scores_gemma":[0.00001355103,0.0001072103,0.0003311546,0.001389228,0.00005527565,0.0005331013,0.0003813422,0.03389777,0.001486821,0.7135529,0.2481603,0.0000912855],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00133946,0.03605442,0.9440938,0.002253225,0.000656025,0.0001062545,0.0001207841,0.0005339583,0.01484195],"genre_scores_gemma":[0.05500345,0.1094573,0.8199466,0.002459416,0.002686415,0.001082172,0.0004664317,0.001148907,0.007749279],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007483527,"threshold_uncertainty_score":0.03752363,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2078782985","doi":"10.1142/s1793962313500311","title":"Dynamical modeling and controllability analysis of a flexible needle in soft tissue","year":2013,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Soft Robotics and Applications","field":"Engineering","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 Alberta","funders":"","keywords":"Controllability; Control theory (sociology); Deflection (physics); Computer science; Dynamic positioning; Simulation; Soft tissue; System dynamics; Control engineering; Engineering; Control (management); Artificial intelligence; Mathematics; Physics; Surgery","authors":[{"name":"Arefeh Boroomand","is_ca":true},{"name":"Mahdi Tavakoli","is_ca":true},{"name":"Ron S. Sloboda","is_ca":false},{"name":"Nawaid Usmani","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01594780990970919,"gpt":0.2722619431634558,"spread":0.2563141332537466,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002621961,0.0006740164,0.0004255029,0.0005439568,0.0002482864,0.0006715514,0.0005793894,0.0007633828,0.0009778235],"category_scores_gemma":[0.0006751009,0.0002280005,0.0007297901,0.0002066289,0.0008253279,0.0005938451,0.0007887753,0.0005703769,0.0002527252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005080408,"about_ca_system_score_gemma":0.0005559328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00461155,"about_ca_topic_score_gemma":0.001846494,"domain_scores_codex":[0.9997788,0.00004342225,0.000008957544,0.00005831379,0.00008782861,0.00002272989],"domain_scores_gemma":[0.999773,0.00008755321,0.0000719357,0.00001539366,0.00003700889,0.00001501431],"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":[0.00002841247,0.00002656372,0.0005514481,0.00007717788,0.00002112289,0.0002454079,0.0001137719,0.9404411,0.02247797,0.02746087,0.000177008,0.00837913],"study_design_scores_gemma":[0.00000352553,0.00004117754,0.0001987308,0.000004333451,0.00000476946,0.00003151433,0.00001128431,0.995571,0.0008382243,0.002861582,0.0004277797,0.000006163123],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03155956,0.0002643664,0.9635797,0.0001295217,0.00001974409,0.0000321368,0.00005867402,0.0001157456,0.004240506],"genre_scores_gemma":[0.9603032,0.0005732761,0.03288287,0.00008179372,0.00003536597,0.0001847023,0.0001444657,0.00003867385,0.00575559],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00461155,"threshold_uncertainty_score":0.0091694,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4301373521","doi":"10.1142/s0219525922400100","title":"MAPPING THE NETWORKED CONTEXT OF COPERNICUS, MICHELANGELO, AND DELLA MIRANDOLA IN WIKIPEDIA","year":2022,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Copernicus; Depiction; Neoplatonism; Context (archaeology); Reading (process); Focus (optics); The Renaissance; Period (music); Epistemology; Early modern period; Computer science; Sociology; Philosophy; History; Literature; Art; Art history; Aesthetics; Linguistics; Archaeology; Physics","authors":[{"name":"Luis A. Miccio","is_ca":false},{"name":"Carlos Gámez Pérez","is_ca":false},{"name":"Juan Luis Suárez","is_ca":true},{"name":"Gustavo A. Schwartz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01994955025746932,"gpt":0.2420146655739338,"spread":0.2220651153164644,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.0005940908,0.0001849222,0.0001468278,0.00575925,0.001246849,0.002245782,0.0002781919,0.0003902053,0.002906771],"category_scores_gemma":[0.005664494,0.0001174354,0.0001110363,0.006506313,0.00110137,0.002209057,0.00147992,0.0002927227,0.0002958908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00140005,"about_ca_system_score_gemma":0.0008119537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01227359,"about_ca_topic_score_gemma":0.02654913,"domain_scores_codex":[0.9995172,0.0001623438,0.00002858965,0.0001440073,0.000101142,0.00004675492],"domain_scores_gemma":[0.9960521,0.002310093,0.0007616872,0.0002073592,0.0003885342,0.0002802195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007567087,0.0001382643,0.3451273,0.002731874,0.0001724749,0.007644678,0.2249574,0.006755252,0.02061859,0.1494318,0.03109815,0.2105674],"study_design_scores_gemma":[0.00002840632,0.00004436182,0.5295323,0.001112673,0.0001122296,0.001532261,0.06784645,0.01026273,0.004931248,0.02306918,0.3614351,0.00009313676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9142716,0.00223192,0.007943574,0.001107866,0.000123404,0.00008537948,0.00313029,0.000115836,0.07099016],"genre_scores_gemma":[0.982618,0.0007513891,0.008889926,0.00009256175,0.00005425465,0.0001046049,0.001992717,0.00005921986,0.005437353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9942408,"threshold_uncertainty_score":0.02440429,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2345344052","doi":"10.1142/s1793962316500264","title":"Modeling study of solid-particle erosion with consideration of particle velocity dependent model parameters","year":2016,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Erosion and Abrasive Machining","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University; National Research Council Canada; University of Ottawa","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Particle (ecology); Range (aeronautics); Brittleness; Particle velocity; Materials science; Mechanics; Erosion; Particle size; Deformation (meteorology); Physics; Statistical physics; Composite material; Geology","authors":[{"name":"Kuiying Chen","is_ca":true},{"name":"Rong Liu","is_ca":true},{"name":"Ming Liang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05448757286534172,"gpt":0.3093644542676398,"spread":0.2548768814022981,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003890305,0.000622257,0.0008106221,0.0002785776,0.0002708528,0.0007646315,0.001201705,0.001324373,0.0009041753],"category_scores_gemma":[0.001299545,0.0003457863,0.0006341433,0.0003429119,0.0004157424,0.001038886,0.0003318283,0.0007128284,0.0002258399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005022531,"about_ca_system_score_gemma":0.0006639687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005145168,"about_ca_topic_score_gemma":0.002477735,"domain_scores_codex":[0.9998811,0.00002804855,0.000006606424,0.00002387593,0.00004236775,0.00001799112],"domain_scores_gemma":[0.9995396,0.0002498638,0.00005585624,0.00004242665,0.00009436125,0.00001791785],"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":[0.00001270298,0.0000133631,0.0004293522,0.00003135946,0.000007806916,0.00004344344,0.00002724819,0.9929218,0.002483398,0.001946629,0.00007085751,0.002012074],"study_design_scores_gemma":[0.000002103108,0.00000673421,0.00009159184,0.00000128434,0.000001911762,0.00001025306,0.000002537128,0.9991801,0.0003408957,0.0002320751,0.0001280578,0.00000240777],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2005549,0.0004651942,0.789463,0.000206448,0.00005430288,0.000116278,0.0001902828,0.0003822808,0.008567266],"genre_scores_gemma":[0.9567536,0.0004980311,0.03672934,0.00002829496,0.00001653231,0.0001452907,0.0001535554,0.00008524462,0.005590119],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005145168,"threshold_uncertainty_score":0.01023042,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4397022511","doi":"10.1142/s0219525924500048","title":"IMine: A CUSTOMIZABLE FRAMEWORK FOR INFLUENCE MINING IN COMPLEX NETWORKS","year":2024,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Computer science; Maximization; Personalization; Premise; Interface (matter); Distributed computing; Domain (mathematical analysis); Mathematical optimization; Mathematics","authors":[{"name":"Owais A. Hussain","is_ca":false},{"name":"Faraz Zaidi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02208421136242907,"gpt":0.3393724822723389,"spread":0.3172882709099099,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002438878,0.001646202,0.001383749,0.002856751,0.0007980798,0.00268207,0.002908232,0.001354916,0.007292184],"category_scores_gemma":[0.01021467,0.0008032405,0.002164804,0.001927682,0.0007563333,0.002632806,0.002894676,0.002070144,0.002187993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000984436,"about_ca_system_score_gemma":0.001330949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003585093,"about_ca_topic_score_gemma":0.01118459,"domain_scores_codex":[0.9989578,0.0003010673,0.00008365633,0.0002260617,0.0003634766,0.00006808226],"domain_scores_gemma":[0.9977938,0.001388242,0.0001770578,0.0003111032,0.000235993,0.00009379251],"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":[0.0002738755,0.000250247,0.006534612,0.00159449,0.0005532327,0.0006631035,0.0008788322,0.4661796,0.006859925,0.156477,0.02926682,0.3304682],"study_design_scores_gemma":[0.00003301601,0.00002781685,0.0004006523,0.00006126613,0.000037069,0.0001618124,0.0000516556,0.930335,0.002172712,0.04814601,0.01854876,0.00002422788],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001075093,0.0001076171,0.9909884,0.00008310735,0.00001914143,0.0001050835,0.0004786162,0.006170825,0.0009721981],"genre_scores_gemma":[0.04131759,0.000293363,0.9530737,0.0001186738,0.0000585584,0.0004999419,0.001672073,0.001237575,0.001728401],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007292184,"threshold_uncertainty_score":0.02439475,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4293053637","doi":"10.1142/s1793962323500162","title":"Residual stress investigation of ceramic-shot-peened flange pin with finite element analysis","year":2022,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Surface Treatment and Residual Stress","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada; Carleton University","funders":"","keywords":"Peening; Residual stress; Flange; Shot peening; Materials science; Finite element method; Curvature; Shot (pellet); Structural engineering; Composite material; Metallurgy; Geometry; Engineering","authors":[{"name":"Yinda Cheng","is_ca":true},{"name":"Rong Liu","is_ca":true},{"name":"Zhong Zhang","is_ca":true},{"name":"Xiaozhou Zhang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0255119286150272,"gpt":0.249739612848342,"spread":0.2242276842333147,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003239738,0.0004448355,0.0004623417,0.0005206689,0.0002192212,0.0003669518,0.0008718316,0.0008811313,0.001730364],"category_scores_gemma":[0.000584687,0.0003309668,0.0005220884,0.0003895547,0.0004408058,0.000436919,0.0003037257,0.0002665371,0.0002505455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002847649,"about_ca_system_score_gemma":0.0004862897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002603893,"about_ca_topic_score_gemma":0.002805155,"domain_scores_codex":[0.9997212,0.00002012746,0.00001610544,0.00004954871,0.0001628586,0.00003003754],"domain_scores_gemma":[0.999745,0.00008709988,0.00003228371,0.00003593508,0.00008824425,0.00001157068],"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":[0.0002406729,0.000151444,0.006628833,0.0005538473,0.00007439511,0.00056601,0.0006720318,0.5446867,0.3997003,0.002727565,0.0007154269,0.04328284],"study_design_scores_gemma":[0.00001101254,0.000224405,0.004549955,0.00001764724,0.000021282,0.000119002,0.0001270107,0.9354346,0.0580571,0.0003235851,0.001082821,0.00003165963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8442804,0.0003565764,0.150138,0.0001086077,0.00003127435,0.00007279698,0.0002602953,0.0005670935,0.00418498],"genre_scores_gemma":[0.982613,0.00009533615,0.01564191,0.000009880944,0.000002408381,0.00003813087,0.0001360787,0.00002048749,0.001442747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002603893,"threshold_uncertainty_score":0.005788624,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387381490","doi":"10.1142/s0219525923400040","title":"STRUCTURAL PROPERTIES OF CORE–PERIPHERY COMMUNITIES","year":2023,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Solid-state spectroscopy and crystallography","field":"Materials Science","cited_by":0,"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":"Core (optical fiber); Economic geography; Social network analysis; Network structure; Computer science; Economics; Sociology; Theoretical computer science; Social capital; Social science; Telecommunications","authors":[{"name":"Junwei Su","is_ca":false},{"name":"Peter Marbach","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07453790835659597,"gpt":0.3134814568454602,"spread":0.2389435484888643,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00118038,0.0002256624,0.000468941,0.001929558,0.001513188,0.001824845,0.0007608457,0.001016568,0.003281464],"category_scores_gemma":[0.009303576,0.0003850154,0.0003369698,0.0008522633,0.001864781,0.00264663,0.001468849,0.0007312626,0.0004574969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006838386,"about_ca_system_score_gemma":0.0005423563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001064733,"about_ca_topic_score_gemma":0.000972303,"domain_scores_codex":[0.9991018,0.0002782438,0.00003928192,0.0002244376,0.0002037052,0.000152662],"domain_scores_gemma":[0.9933032,0.002982802,0.001202268,0.0005010335,0.001019264,0.0009913322],"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":[0.0002066444,0.00009140262,0.01502596,0.0002618211,0.00007267702,0.0005628893,0.002228441,0.05565854,0.02473513,0.8751664,0.002432792,0.02355745],"study_design_scores_gemma":[0.00005088926,0.0000911304,0.01273777,0.00006814217,0.00004156661,0.00113373,0.001307497,0.2534226,0.004493723,0.7173143,0.009282992,0.00005571136],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7140259,0.0006167318,0.2561852,0.0007955128,0.0000214049,0.0001474463,0.0005105867,0.0002130813,0.02748418],"genre_scores_gemma":[0.9797859,0.0001829008,0.0182167,0.00004632445,0.00002071473,0.00006594477,0.0001635249,0.00002572288,0.001492522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003281464,"threshold_uncertainty_score":0.01097763,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2305119009","doi":"10.1142/s1793962316500124","title":"Numerical analysis of non-isothermal viscous jet with peripheral heat transfer","year":2016,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Mechanics; Heat transfer; Jet (fluid); Perturbation (astronomy); Isothermal process; Physics; Thermal; Nozzle; Energy balance; Drop (telecommunication); Work (physics); Classical mechanics; Thermodynamics; Mechanical engineering","authors":[{"name":"Sulagna Chatterjee","is_ca":false},{"name":"Trisha Sen","is_ca":false},{"name":"Anindya Mitra","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008715427578420242,"gpt":0.2346254075114289,"spread":0.2259099799330087,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003995506,0.0004597279,0.000698049,0.0004391186,0.0005486188,0.0008981716,0.000818594,0.00124403,0.001497584],"category_scores_gemma":[0.001381431,0.0002814039,0.0005571792,0.0003698545,0.0008903552,0.0004333327,0.0005960441,0.0005125441,0.0001524847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007832976,"about_ca_system_score_gemma":0.0009561367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008927925,"about_ca_topic_score_gemma":0.003631595,"domain_scores_codex":[0.9998165,0.00004198341,0.00001020282,0.00002499891,0.00006740559,0.00003885238],"domain_scores_gemma":[0.9993485,0.0003346837,0.0001270408,0.00003705259,0.0001004581,0.00005237976],"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":[0.00005566246,0.00005522808,0.001180281,0.00004997156,0.0000132199,0.0001508023,0.00005139425,0.9880933,0.00558589,0.002838596,0.0001135439,0.001812046],"study_design_scores_gemma":[0.00000456701,0.000009981948,0.0001135574,0.000001405474,0.000001304631,0.000005586884,0.000004788085,0.9993862,0.0002897418,0.0001225339,0.00005841549,0.000001885938],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.787801,0.0008013499,0.1875817,0.000603224,0.0001615368,0.0001572651,0.0002393223,0.0004188736,0.02223572],"genre_scores_gemma":[0.977522,0.0001752574,0.01820314,0.00005259578,0.00001996077,0.00007852931,0.00007888283,0.00003548672,0.003834119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008927925,"threshold_uncertainty_score":0.01775187,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405825087","doi":"10.1142/s1793962325500217","title":"An optimized Indian-General-Elections-Based social science data prediction using multiscale dense nested parallel MobileNetV3 mantis search attention network","year":2024,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Sentiment Analysis and Opinion Mining","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Mantis; Computer science; Artificial intelligence; Machine learning; Biology; Ecology","authors":[{"name":"D.J. Woodward","is_ca":false},{"name":"L. R. Sujithra","is_ca":true},{"name":"P. Nisha","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08170705247905108,"gpt":0.3819864627944258,"spread":0.3002794103153748,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004626173,0.0005995081,0.000717853,0.0006736058,0.0004517522,0.000768928,0.001271068,0.0006891037,0.001655716],"category_scores_gemma":[0.001276531,0.000335191,0.0008162797,0.000659094,0.0003303788,0.0007228698,0.0008780629,0.0008234038,0.0003724386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001182676,"about_ca_system_score_gemma":0.001201757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04543804,"about_ca_topic_score_gemma":0.03645667,"domain_scores_codex":[0.9997712,0.00004018369,0.000009349677,0.00008637639,0.00004165933,0.00005123692],"domain_scores_gemma":[0.9997019,0.0001105594,0.00003677599,0.00002239174,0.00009689598,0.00003141785],"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":[0.00006171436,0.0000444383,0.004788097,0.00002699494,0.00003052027,0.00007214947,0.00004010434,0.9527748,0.0008440942,0.002569285,0.00137343,0.03737449],"study_design_scores_gemma":[8.733036e-7,0.000002539027,0.0001252788,6.33531e-7,0.000001636572,0.000002392139,0.000002996154,0.9994953,0.00005016434,0.0002623723,0.00005496004,8.926631e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2611286,0.0004748314,0.7277452,0.0009440646,0.0001371977,0.0001010983,0.000712792,0.001540209,0.007216119],"genre_scores_gemma":[0.9571117,0.0001594487,0.03727042,0.0001240779,0.00004244735,0.0001095951,0.0007564288,0.00005645106,0.004369586],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04543804,"threshold_uncertainty_score":0.09034717,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2036051641","doi":"10.1142/s0219525900000157","title":"Towards Computational Institutional Analysis: Discrete Simulation of a 3P Model","year":2000,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Game Theory and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Predation; Neglect; Incentive; Institution; Production (economics); Economics; Microeconomics; Computer science; Ecology; Biology; Political science; Psychology","authors":[{"name":"Alain Albert","is_ca":true},{"name":"Wolfgang Balzer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.121787724246029,"gpt":0.4395648165759394,"spread":0.3177770923299104,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001627029,0.0006103619,0.001456451,0.0009364394,0.0008045294,0.001986591,0.001927122,0.002264612,0.003984232],"category_scores_gemma":[0.009597098,0.0006482367,0.001303786,0.001090235,0.002575233,0.001591149,0.002197483,0.00212334,0.0003805985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001614106,"about_ca_system_score_gemma":0.002195585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01346463,"about_ca_topic_score_gemma":0.007750563,"domain_scores_codex":[0.9991876,0.0005281026,0.00002683479,0.0000744853,0.0001166909,0.00006621935],"domain_scores_gemma":[0.9938551,0.004875361,0.0003101272,0.0004046199,0.0003062421,0.0002484747],"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":[0.00001279735,0.00001559429,0.0003054746,0.00001645653,0.00001083884,0.00002801527,0.00004152397,0.95713,0.0001013298,0.04126266,0.0001409214,0.0009343656],"study_design_scores_gemma":[0.000009002104,0.000003888263,0.0000265688,0.000003585084,0.000001906211,0.000002831284,0.00001268777,0.9791894,0.00002504314,0.02050219,0.0002205673,0.000002216408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09259648,0.0002175703,0.8887493,0.001548811,0.00008543651,0.0001174596,0.0003014311,0.000360847,0.01602265],"genre_scores_gemma":[0.7401446,0.0004245437,0.2556714,0.0002768419,0.00006626758,0.0005207842,0.0003146721,0.0001069564,0.002473905],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01346463,"threshold_uncertainty_score":0.0267725,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392622485","doi":"10.1142/s1793962324500296","title":"An online model-free adaptive learning control solution for robotic arms","year":2024,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Adaptive Dynamic Programming Control","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University; University of Ottawa","funders":"","keywords":"Computer science; Control (management); Adaptive control; Artificial intelligence","authors":[{"name":"Mostafa Moodi","is_ca":true},{"name":"Kiavash Hassanzadeh","is_ca":true},{"name":"Tharun Merapala","is_ca":true},{"name":"Vincent Gascon","is_ca":true},{"name":"Mohammed Abouheaf","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04593087607144463,"gpt":0.3124840809376537,"spread":0.266553204866209,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004100894,0.000596532,0.000566058,0.0002098397,0.0003061173,0.0004692875,0.0007813009,0.0008707113,0.001728935],"category_scores_gemma":[0.0007984442,0.0002750184,0.0003938664,0.000205204,0.0005594395,0.0004437801,0.0007868955,0.0009455794,0.0002788077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003951463,"about_ca_system_score_gemma":0.0008201989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003741492,"about_ca_topic_score_gemma":0.002197616,"domain_scores_codex":[0.9998031,0.00003504361,0.000008532603,0.00004986632,0.00007720273,0.00002621303],"domain_scores_gemma":[0.9997831,0.00008912756,0.00004264056,0.00001519763,0.000057754,0.00001212702],"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":[0.0000382496,0.0000369795,0.000130988,0.00007357962,0.00001713423,0.00006170899,0.0000756419,0.9280631,0.004281004,0.01027294,0.0006918244,0.05625694],"study_design_scores_gemma":[0.000007358166,0.00003023666,0.00002778381,0.000003598152,0.00000203195,0.000009407576,0.00000285923,0.9978751,0.0004161992,0.001183479,0.0004388621,0.000003006036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007824477,0.0001340549,0.9891251,0.00009008009,0.00002794935,0.00002237456,0.000007296602,0.0002299365,0.00253868],"genre_scores_gemma":[0.855891,0.00020277,0.1347801,0.0001199367,0.00005023611,0.0001946577,0.00004075226,0.00005534575,0.008665099],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003741492,"threshold_uncertainty_score":0.007439435,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2103619851","doi":"10.1142/s0219525902000547","title":"GENOMIC ORGANIZATION AND HOPFIELD'S MODEL OF ASSOCIATIVE MEMORY","year":2002,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"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":"Context (archaeology); Genome; Set (abstract data type); Computer science; Associative property; Hopfield network; Artificial neural network; Content-addressable memory; Function (biology); Recursion (computer science); Bidirectional associative memory; Biology; Computational biology; Artificial intelligence; Gene; Genetics; Mathematics; Algorithm","authors":[{"name":"JOSÉ-LEONEL TORRES","is_ca":false},{"name":"L. E. H. Trainor","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01485990621592854,"gpt":0.2474984544771942,"spread":0.2326385482612657,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002210727,0.000246471,0.0002981571,0.0005936926,0.0004157378,0.001047203,0.0009224236,0.0009403218,0.002757877],"category_scores_gemma":[0.0008417247,0.0001197658,0.0003950265,0.0007709666,0.001058229,0.002076676,0.0004214053,0.0004387671,0.0003864265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001047583,"about_ca_system_score_gemma":0.0005139274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006858326,"about_ca_topic_score_gemma":0.0027304,"domain_scores_codex":[0.9998993,0.00002416564,0.00000417641,0.00002374964,0.00002315412,0.00002555718],"domain_scores_gemma":[0.9997919,0.00009113605,0.00003798482,0.00001869346,0.00003158285,0.00002862152],"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":[0.00003543466,0.00001818053,0.0009216554,0.00003122169,0.00001801666,0.0002923279,0.0001277555,0.248263,0.001343042,0.7351208,0.0009248621,0.01290367],"study_design_scores_gemma":[0.00001416715,0.00001404697,0.0004261913,0.000007283312,0.000008792358,0.00008544506,0.00003646077,0.3232772,0.0003142992,0.6733797,0.00242518,0.0000113545],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3288968,0.002986672,0.5866436,0.003889143,0.0001282392,0.00004980084,0.0006985156,0.0005276545,0.0761795],"genre_scores_gemma":[0.959229,0.001116127,0.02856902,0.0001783074,0.00008232668,0.00005591995,0.0002132181,0.00002132826,0.01053476],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006858326,"threshold_uncertainty_score":0.01363683,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416447709","doi":"10.1142/s0219525925500158","title":"RESILIENT FOOD-BIODIVERSITY OUTCOMES VIA STOCHASTIC CONTROL OF MULTIPLEX SOCIO-ECOLOGICAL NETWORKS UNDER WATER STRESS","year":2025,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Center for Interuniversity Research and Analysis on Organizations","funders":"","keywords":"Resilience (materials science); Operationalization; Water scarcity; Adaptability; Psychological resilience; Sustainability; Correctness; Corporate governance; Hexapod","authors":[{"name":"Arnaud Dragicevic","is_ca":true},{"name":"Bita Afsharinia","is_ca":false},{"name":"Anjula Gurtoo","is_ca":false},{"name":"Hubert Stahn","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008966638583442673,"gpt":0.2382098438739488,"spread":0.2292432052905061,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000769705,0.0004372911,0.0003451112,0.0002912845,0.0003664865,0.0009930894,0.0005200107,0.0004483729,0.001528707],"category_scores_gemma":[0.003160417,0.0002176087,0.0003231335,0.0001624299,0.001084329,0.001399968,0.00132939,0.0005038367,0.00007906269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009313156,"about_ca_system_score_gemma":0.0004962248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003601653,"about_ca_topic_score_gemma":0.002628766,"domain_scores_codex":[0.9997616,0.00008479066,0.00001122133,0.00006145539,0.00002698876,0.00005393175],"domain_scores_gemma":[0.9989595,0.0004262635,0.0003240372,0.00007890866,0.00007698788,0.0001343006],"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":[0.00007145054,0.00003364178,0.001655611,0.00002608964,0.00003403645,0.00008066472,0.0000885954,0.9526863,0.004299621,0.03631893,0.000223364,0.004481733],"study_design_scores_gemma":[0.000006763043,0.00002672316,0.0004928355,0.000003581925,0.00000874336,0.000006735038,0.00003484639,0.983678,0.0002978955,0.01530442,0.00013372,0.000005786304],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6492921,0.0001290702,0.344615,0.0005267992,0.00003569946,0.00003947017,0.000109294,0.0001629742,0.005089627],"genre_scores_gemma":[0.9970294,0.00002928776,0.002498094,0.00001356558,0.000003228453,0.00001531343,0.000009390581,0.000004527186,0.0003971859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003601653,"threshold_uncertainty_score":0.007161379,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405825073","doi":"10.1142/s1793962325500229","title":"Modeling herd immunity: Insights from human behavior during COVID-19","year":2024,"lang":"en","type":"article","venue":"Advances in Complex Systems","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Herd immunity; Coronavirus disease 2019 (COVID-19); Immunity; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Biology; Immune system; Immunology; Medicine; Internal medicine; Outbreak; Infectious disease (medical specialty); Vaccination","authors":[{"name":"H. Soubane","is_ca":false},{"name":"A. Nafidi","is_ca":false},{"name":"D. Soubane","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3628193307712239,"gpt":0.4812025611780577,"spread":0.1183832304068337,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001535724,0.0006663628,0.0008422972,0.0006520262,0.0004394982,0.0009903357,0.001863366,0.001735877,0.006063005],"category_scores_gemma":[0.005392209,0.0004203321,0.0009762294,0.0005634055,0.0009535745,0.001192679,0.001114779,0.001267515,0.0005627236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001573191,"about_ca_system_score_gemma":0.001506278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03935097,"about_ca_topic_score_gemma":0.01929156,"domain_scores_codex":[0.9995286,0.0002263085,0.00001444729,0.00007916398,0.00003696675,0.0001144917],"domain_scores_gemma":[0.9982592,0.001041288,0.0003389489,0.00007062001,0.0001114471,0.0001784776],"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":[0.00007452607,0.00007692874,0.009922591,0.00006045887,0.00005929012,0.0002676796,0.0002288832,0.9337597,0.0005388415,0.04781875,0.001827675,0.005364542],"study_design_scores_gemma":[0.00001845189,0.00005513369,0.001608067,0.00002269078,0.00002810738,0.00005083753,0.00009663059,0.9863689,0.00006206928,0.01053546,0.001138797,0.00001491542],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5649155,0.001677688,0.3875576,0.007008832,0.0001982027,0.0002366784,0.002983739,0.0003342463,0.03508757],"genre_scores_gemma":[0.96711,0.0008949863,0.01412746,0.0003842149,0.00006556623,0.0002287854,0.0004659305,0.00004907154,0.01667392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03935097,"threshold_uncertainty_score":0.07824379,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}