{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":11,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":11,"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":"657627095343","filters":{"venue":"International Journal of the Analytic Hierarchy Process"}},"results":[{"id":"W1523882932","doi":"10.13033/ijahp.v3i2.121","title":"APPLICATION OF MULTI-CRITERIA DECISION MAKING PROCESS TO DETERMINE CRITICAL SUCCESS FACTORS FOR PROCUREMENT OF CAPITAL PROJECTS UNDER PUBLIC-PRIVATE PARTNERSHIPS","year":2011,"lang":"en","type":"article","venue":"International Journal of the Analytic Hierarchy Process","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University Canada West","funders":"","keywords":"Procurement; Critical success factor; Business; Capital (architecture); Marketing; Operations management; Finance; Economics","authors":[{"name":"Christian Tabi Amponsah","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1582118049289654,"gpt":0.379166027428198,"spread":0.2209542224992326,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03661261,0.002117531,0.002220282,0.01033791,0.003274559,0.006322837,0.001928804,0.001594732,0.005972025],"category_scores_gemma":[0.05407041,0.0009045859,0.003331049,0.007449201,0.001563234,0.002409521,0.002916382,0.002538899,0.0004485554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00587233,"about_ca_system_score_gemma":0.01150651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006089491,"about_ca_topic_score_gemma":0.007752415,"domain_scores_codex":[0.9760248,0.01664517,0.001794101,0.001195514,0.003270542,0.001069904],"domain_scores_gemma":[0.9323274,0.05575053,0.003310083,0.0006854992,0.006609889,0.001316637],"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":[0.004776256,0.004223718,0.08982524,0.0056027,0.001828146,0.002421946,0.01856194,0.4040374,0.009668912,0.04078669,0.004602133,0.4136648],"study_design_scores_gemma":[0.0005443681,0.003501134,0.02146413,0.0009570094,0.0004739025,0.0002669568,0.01848904,0.9014217,0.007155676,0.04134637,0.004036377,0.0003433791],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.560567,0.0006575029,0.40806,0.001130084,0.0001264737,0.01109114,0.0007143248,0.000293545,0.01735981],"genre_scores_gemma":[0.5833163,0.0002958807,0.4114724,0.00009226819,0.00002293576,0.00354236,0.0003681545,0.00002382596,0.0008658594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03661261,"threshold_uncertainty_score":0.1936283,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414976223","doi":"10.13033/ijahp.v17i3.1311","title":"FUZZY ANALYTIC HIERARCHY PROCESS: A COMPREHENSIVE LITERATURE REVIEW","year":2025,"lang":"en","type":"article","venue":"International Journal of the Analytic Hierarchy Process","topic":"Organizational and Employee Performance","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":"Toronto Metropolitan University","funders":"","keywords":"Hierarchy; Fuzzy logic; Fuzzy set; Outcome (game theory); Set (abstract data type); Process (computing)","authors":[{"name":"Monzer Alharairi","is_ca":true},{"name":"Saman Hassanzadeh Amin","is_ca":false},{"name":"Saeed Zolfaghari","is_ca":false},{"name":"Liping Fang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008081533139539396,"gpt":0.300531492824905,"spread":0.2924499596853656,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003849609,0.001000158,0.001473178,0.00916284,0.001066652,0.002597347,0.001398949,0.001440921,0.004917897],"category_scores_gemma":[0.009542917,0.0005075265,0.001326839,0.01300052,0.000812086,0.002578719,0.001038869,0.001345053,0.0009549754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00199207,"about_ca_system_score_gemma":0.00512725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004411973,"about_ca_topic_score_gemma":0.004292068,"domain_scores_codex":[0.9982898,0.0004691026,0.0002741815,0.0001849294,0.0007029008,0.00007914197],"domain_scores_gemma":[0.9929206,0.004983161,0.0004100137,0.0001467451,0.001426093,0.0001133858],"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":[0.00005632039,0.0000768867,0.0007421926,0.03760911,0.0001790406,0.0002567683,0.0004826458,0.002576871,0.0004588412,0.02399061,0.02080565,0.9127651],"study_design_scores_gemma":[0.00002945462,0.0002227113,0.004644424,0.07551449,0.0009863994,0.001792957,0.001620334,0.005593839,0.001178924,0.04738323,0.8608902,0.0001429628],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008015126,0.9878049,0.005398281,0.001308517,0.0002242579,0.00004542058,0.0001246854,0.00003358641,0.00425887],"genre_scores_gemma":[0.01078917,0.9812071,0.006658915,0.0003763797,0.0002987437,0.00005644455,0.0001621988,0.00001116123,0.0004399039],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00916284,"threshold_uncertainty_score":0.02035892,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2016661603","doi":"10.13033/ijahp.v8i1.304","title":"APPLYING THE ANALYTIC HIERARCHY PROCESS TO OIL SANDS ENVIRONMENTAL COMPLIANCE RISK MANAGEMENT","year":2016,"lang":"en","type":"article","venue":"International Journal of the Analytic Hierarchy Process","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Analytic hierarchy process; Pairwise comparison; Ranking (information retrieval); Multiple-criteria decision analysis; Sample (material); Legislation; Legislature; Computer science; Oil sands; Risk analysis (engineering); Petroleum industry; Compliance (psychology); Environmental economics; Business; Operations research; Environmental resource management; Environmental science; Asphalt; Engineering; Environmental engineering; Economics","authors":[{"name":"Izak Johannes Roux","is_ca":false},{"name":"Christos Makrigeorgis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04688551338929191,"gpt":0.371533792660768,"spread":0.3246482792714761,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03200695,0.0009028599,0.0007949193,0.008273206,0.003233264,0.004321966,0.00163351,0.0008849904,0.001293071],"category_scores_gemma":[0.0437127,0.0004611226,0.001031591,0.008744367,0.003695143,0.002568512,0.004088765,0.002240715,0.0002173114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005475165,"about_ca_system_score_gemma":0.01229576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01368996,"about_ca_topic_score_gemma":0.01209497,"domain_scores_codex":[0.9431372,0.04461277,0.002139733,0.0012378,0.008031997,0.0008404272],"domain_scores_gemma":[0.9660551,0.02523834,0.002623693,0.0009746964,0.004559412,0.0005488529],"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":[0.0001832111,0.0005447164,0.009691252,0.003060098,0.0004388798,0.0007964697,0.02477981,0.100849,0.004250345,0.2213606,0.004408786,0.6296369],"study_design_scores_gemma":[0.0001525628,0.001001093,0.007762416,0.001929781,0.0001774478,0.000309337,0.02486863,0.4189219,0.005969708,0.5053151,0.03333795,0.0002539518],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03047265,0.001209789,0.9561608,0.001803508,0.00007208688,0.001840988,0.0001341411,0.0002014467,0.008104586],"genre_scores_gemma":[0.1927556,0.0009161662,0.8044412,0.0002004843,0.000036085,0.001031394,0.0001357382,0.00002365946,0.0004597613],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03200695,"threshold_uncertainty_score":0.1692709,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319067806","doi":"10.13033/ijahp.v14i3.1068","title":"2022 MCDM Junior Researcher Best Paper Award","year":2023,"lang":"en","type":"article","venue":"International Journal of the Analytic Hierarchy Process","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Multiple-criteria decision analysis; Jury; Section (typography); Library science; Management; Operations research; Political science; Engineering; Computer science; Law; Economics","authors":[{"name":"Birsen Karpak","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03037128504796107,"gpt":0.3139890687520828,"spread":0.2836177837041218,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02298123,0.00137783,0.002082238,0.004603756,0.00410509,0.01727989,0.002520098,0.006551113,0.2360642],"category_scores_gemma":[0.03171578,0.0008835378,0.001991224,0.002302155,0.001216763,0.002735582,0.008429143,0.005100252,0.1817267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006859758,"about_ca_system_score_gemma":0.01561245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003183435,"about_ca_topic_score_gemma":0.009552305,"domain_scores_codex":[0.9742652,0.002688092,0.001094498,0.001473799,0.01696499,0.003513393],"domain_scores_gemma":[0.896179,0.001772879,0.001547295,0.00276671,0.05491583,0.04281839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007879196,0.00004280945,0.0001929942,0.00006758871,0.00001205779,0.0000978717,0.00002252116,0.00005279777,0.0003394234,0.001923967,0.9737642,0.02340481],"study_design_scores_gemma":[0.0000292591,0.00005078159,0.0005648143,0.00007100683,0.000005672061,0.00005551428,0.00009898379,0.0001950095,0.0001582967,0.0008936051,0.9978622,0.00001498465],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.004891975,0.005358617,0.01042469,0.1698308,0.4428248,0.002259757,0.008092397,0.002058453,0.3542586],"genre_scores_gemma":[0.0136439,0.002139884,0.006965817,0.02038864,0.03114526,0.0008631,0.004823956,0.001152384,0.9188771],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2360642,"threshold_uncertainty_score":0.7897134,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3163682331","doi":"10.13033/ijahp.v13i1.766","title":"DECISION MAKING IN DYNAMIC ENVIRONMENTS AN APPLICATION OF MACHINE LEARNING TO THE ANALYTICAL HIERARCHY PROCESS","year":2021,"lang":"en","type":"article","venue":"International Journal of the Analytic Hierarchy Process","topic":"Adversarial Robustness in Machine Learning","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Computer science; Analytic hierarchy process; Interdependence; Adaptability; Process (computing); Hierarchy; Dynamic decision-making; Reinforcement learning; Machine learning; Artificial intelligence; Operations research; Data mining","authors":[{"name":"Rahim Jassemi-Zargani","is_ca":true},{"name":"Caelum Kamps","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009131523521617443,"gpt":0.3282281510338472,"spread":0.3190966275122298,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009411722,0.001103314,0.001432393,0.001742065,0.001219447,0.00266875,0.001826216,0.001192725,0.002153232],"category_scores_gemma":[0.0154375,0.0005541383,0.001314471,0.001593515,0.00383725,0.00262169,0.002385932,0.002893711,0.0002212718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00242062,"about_ca_system_score_gemma":0.003225731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003676524,"about_ca_topic_score_gemma":0.00313545,"domain_scores_codex":[0.9932615,0.004151096,0.000323899,0.0006645012,0.001374433,0.0002245901],"domain_scores_gemma":[0.9897815,0.007852105,0.0008925085,0.0004077181,0.0008561013,0.0002100689],"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":[0.00004107948,0.00008284579,0.001100296,0.0003849983,0.0001747723,0.0001271987,0.0005789107,0.6528623,0.001216331,0.2928866,0.0009024335,0.0496423],"study_design_scores_gemma":[0.00001642636,0.0000474462,0.000158038,0.00005018386,0.00001611198,0.00002114987,0.00007710001,0.7427447,0.000439584,0.2549321,0.00147543,0.00002182399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004196936,0.000175754,0.9933875,0.000437022,0.00002843715,0.00006920465,0.00001748667,0.00003957682,0.001648015],"genre_scores_gemma":[0.3441187,0.0006665086,0.6534636,0.0001796564,0.0001119368,0.0003319696,0.00006097383,0.00003597223,0.001030592],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009411722,"threshold_uncertainty_score":0.04977453,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2612546169","doi":"10.13033/ijahp.v9i1.479","title":"AHP/ANP is well represented in MCDM 2017, Ottawa","year":2017,"lang":"en","type":"article","venue":"International Journal of the Analytic Hierarchy Process","topic":"Management and Optimization Techniques","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Analytic hierarchy process; Multiple-criteria decision analysis; Computer science; Operations research; Analytic network process; Engineering","authors":[{"name":"Birsen Karpak","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02015933799589016,"gpt":0.3075390471788727,"spread":0.2873797091829826,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01637521,0.001050786,0.001513188,0.005296672,0.004009611,0.006408328,0.002440101,0.002835124,0.02530853],"category_scores_gemma":[0.02230948,0.001286004,0.001933371,0.01010005,0.003571386,0.003033605,0.00401492,0.004583618,0.006769398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01430822,"about_ca_system_score_gemma":0.02477938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1586346,"about_ca_topic_score_gemma":0.3025269,"domain_scores_codex":[0.979964,0.006798202,0.00184652,0.001163234,0.009585464,0.0006426364],"domain_scores_gemma":[0.9846773,0.003998917,0.0007187037,0.001718126,0.008157871,0.0007290785],"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":[0.0002124696,0.0001276547,0.001377137,0.002744697,0.0002248246,0.0002879888,0.001071506,0.02731478,0.002579858,0.2326519,0.1990327,0.5323744],"study_design_scores_gemma":[0.00008173309,0.00006106158,0.002685262,0.002186897,0.00006673133,0.0001652948,0.0007815259,0.02699522,0.002264989,0.1309347,0.8335724,0.0002040196],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004207754,0.01447528,0.7897877,0.03418306,0.003911324,0.001714717,0.004754394,0.003769887,0.1431959],"genre_scores_gemma":[0.04341407,0.008701557,0.8972272,0.001581704,0.0003995504,0.000803075,0.002896557,0.0008792063,0.04409701],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1586346,"threshold_uncertainty_score":0.3154225,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2802221346","doi":"10.13033/ijahp.v10i1.574","title":"ANALYZING CORPORATE EXPANSION TO INTERNATIONAL MARKETS: THE CASE OF GERMANY, UNITED KINGDOM, CANADA, MEXICO AND CHINA","year":2018,"lang":"en","type":"article","venue":"International Journal of the Analytic Hierarchy Process","topic":"Global Trade and Competitiveness","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"China; Corporation; International business; Market analysis; Market research; Emerging markets; Business; Economics; Marketing; Finance; Political science; Management","authors":[{"name":"Crystal M Volinchak","is_ca":false},{"name":"Erin M Whitehouse","is_ca":false},{"name":"Matthew R Yourstowsky","is_ca":false},{"name":"Robert G Woolley","is_ca":false},{"name":"Birsen Karpak","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02106356818086067,"gpt":0.2637429648410039,"spread":0.2426793966601432,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001228949,0.0003040261,0.0001688658,0.002628534,0.002317131,0.002267335,0.0005275996,0.0005764574,0.001371909],"category_scores_gemma":[0.002154892,0.0001002099,0.0003768911,0.004049824,0.0009955586,0.0009381142,0.0007555723,0.0003763796,0.00004950198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01284702,"about_ca_system_score_gemma":0.007341367,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6126091,"about_ca_topic_score_gemma":0.6959056,"domain_scores_codex":[0.9991447,0.0002203471,0.00002659997,0.00007409689,0.000267956,0.0002662983],"domain_scores_gemma":[0.9988123,0.0005626203,0.0001211822,0.00003446158,0.0003599812,0.0001094831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005655037,0.0006492309,0.4479643,0.001083767,0.0002602646,0.02950333,0.03423,0.1459448,0.005007563,0.08462691,0.01227862,0.2378858],"study_design_scores_gemma":[0.00009308007,0.0003146754,0.430739,0.0006402613,0.0003279554,0.001788246,0.252607,0.2173979,0.007883028,0.008817154,0.079226,0.0001657299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758674,0.0003942012,0.001513775,0.0004905909,0.000008677221,0.0001273126,0.0001792489,0.000008613521,0.02141012],"genre_scores_gemma":[0.9923564,0.000484655,0.004590577,0.00004769844,0.000004368679,0.00003537289,0.0001611989,0.000003161908,0.002316469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3873909,"threshold_uncertainty_score":0.7793447,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2754105644","doi":"10.13033/ijahp.v9i2.502","title":"Multiple Criteria Decision Making (MCDM 2017) International Conference Held for a Second Time in Canada","year":2017,"lang":"en","type":"article","venue":"International Journal of the Analytic Hierarchy Process","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Multiple-criteria decision analysis; Operations research; Library science; Sociology; Management; Computer science; Engineering","authors":[{"name":"Birsen Karpak","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1332156118408243,"gpt":0.4605337223762568,"spread":0.3273181105354325,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00970092,0.00127543,0.001382013,0.002947775,0.004259925,0.006283727,0.001800307,0.001916147,0.0207105],"category_scores_gemma":[0.006212289,0.0006397655,0.001207541,0.003667674,0.00356006,0.001295953,0.003165094,0.003984909,0.004265066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02959685,"about_ca_system_score_gemma":0.08154311,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.533945,"about_ca_topic_score_gemma":0.659542,"domain_scores_codex":[0.994423,0.0007480321,0.000229664,0.0003997586,0.003626485,0.0005731268],"domain_scores_gemma":[0.9907154,0.0004475857,0.0001594142,0.0002651372,0.00698442,0.001427953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002133009,0.0001402276,0.001765154,0.0004819006,0.00009936826,0.0003555731,0.000567717,0.006659567,0.002982757,0.02183393,0.7302521,0.2346483],"study_design_scores_gemma":[0.0000213132,0.00005165994,0.002122002,0.0004007001,0.00002029229,0.00006956446,0.0006602938,0.003947273,0.002416403,0.005367762,0.984855,0.00006782507],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03920135,0.139186,0.180882,0.1338031,0.06711487,0.002571735,0.0115722,0.002224529,0.4234442],"genre_scores_gemma":[0.2053023,0.09278793,0.1914336,0.004304734,0.004712442,0.0008515225,0.008622212,0.001028111,0.4909572],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.466055,"threshold_uncertainty_score":0.9375994,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2782750676","doi":"10.13033/ijahp.v9i3.532","title":"SAATY 1977: THE BUILDING BLOCKS","year":2017,"lang":"en","type":"article","venue":"International Journal of the Analytic Hierarchy Process","topic":"Multi-Criteria Decision Making","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":"Simon Fraser University","funders":"","keywords":"Ingenuity; Pairwise comparison; Computer science; Analytic hierarchy process; Consistency (knowledge bases); Face (sociological concept); Creativity; Artificial intelligence; Statistics; Mathematical economics; Mathematics; Psychology; Epistemology; Social psychology; Sociology","authors":[{"name":"William C. Wedley","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.144162483440025,"gpt":0.4882483398936865,"spread":0.3440858564536615,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007724032,0.00190385,0.001098161,0.007560099,0.002702098,0.007459383,0.001904062,0.001881864,0.01886831],"category_scores_gemma":[0.01266255,0.001245143,0.001691666,0.009279715,0.006468948,0.005717075,0.002926082,0.004131217,0.01261287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005277903,"about_ca_system_score_gemma":0.006438502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009082741,"about_ca_topic_score_gemma":0.008046528,"domain_scores_codex":[0.9957978,0.001811049,0.0003853732,0.0006746818,0.001159678,0.0001715485],"domain_scores_gemma":[0.9947431,0.002915366,0.0002668903,0.0005498353,0.0013021,0.0002226488],"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":[0.00005900507,0.00004641509,0.0005352414,0.0005657035,0.0000550057,0.00009793575,0.0009435264,0.006710471,0.000292542,0.8056952,0.02636416,0.1586348],"study_design_scores_gemma":[0.00001448653,0.00006284457,0.0004543728,0.0006986354,0.00003398199,0.0001586188,0.0002746742,0.009456625,0.0005801732,0.6023209,0.3858772,0.00006743338],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004112849,0.01606419,0.8118676,0.007678427,0.002305028,0.001033582,0.00201575,0.00118372,0.1537389],"genre_scores_gemma":[0.05010417,0.01463825,0.9033091,0.001627508,0.0008363613,0.001557166,0.001907305,0.0007458062,0.0252744],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01886831,"threshold_uncertainty_score":0.06312072,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2565032618","doi":"10.13033/ijahp.v8i3.446","title":"MCDM 2017 is in Ottawa, Canada","year":2016,"lang":"en","type":"article","venue":"International Journal of the Analytic Hierarchy Process","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Multiple-criteria decision analysis; Computer science; Operations research; Mathematics","authors":[{"name":"Birsen Karpak","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09207599738649472,"gpt":0.4629284079082877,"spread":0.370852410521793,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004196337,0.001409332,0.002019508,0.00271291,0.01028581,0.01101395,0.003128832,0.00376577,0.2197532],"category_scores_gemma":[0.006316172,0.001285241,0.00137172,0.004393023,0.004074077,0.002665036,0.002600716,0.002605407,0.05033918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03874552,"about_ca_system_score_gemma":0.108335,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8582547,"about_ca_topic_score_gemma":0.9416919,"domain_scores_codex":[0.9961348,0.0003992393,0.0002386378,0.0006279161,0.001966803,0.0006326424],"domain_scores_gemma":[0.9901131,0.0007541791,0.0002219454,0.0009113179,0.005970852,0.002028671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003021932,0.000120848,0.002067692,0.0005206892,0.0000664284,0.0003951831,0.0002448244,0.003356362,0.00228527,0.0330504,0.795041,0.1625491],"study_design_scores_gemma":[0.0000388171,0.00002636917,0.002249949,0.0001943852,0.00001342382,0.00004654988,0.0002845121,0.002517201,0.00117943,0.003126123,0.9902772,0.00004617573],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.01498833,0.01491383,0.04237914,0.05897177,0.01096143,0.00127,0.03131375,0.004966431,0.8202353],"genre_scores_gemma":[0.02140198,0.004643867,0.02360793,0.001174071,0.000318524,0.0001861287,0.005973188,0.0007680114,0.9419262],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.2197532,"threshold_uncertainty_score":0.7351477,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W60054199","doi":"10.13033/ijahp.v5i2.212","title":"AHP News: X OPTIMA &amp; VI RED-M Conference Highlights","year":2013,"lang":"en","type":"article","venue":"International Journal of the Analytic Hierarchy Process","topic":"Economic and Technological Innovation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Analytic hierarchy process; Operations research; Political science; Regional science; Library science; Geography; Computer science; Mathematics","authors":[{"name":"Valentina Ferretti","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04732227313919936,"gpt":0.2641000561643556,"spread":0.2167777830251563,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007322934,0.0009182338,0.0005762203,0.001451806,0.001381316,0.006282899,0.001360157,0.002836808,0.1557731],"category_scores_gemma":[0.0120944,0.0003915056,0.0007627764,0.001631509,0.0006534022,0.002287615,0.001771851,0.00497137,0.06234308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001834647,"about_ca_system_score_gemma":0.002300486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003078163,"about_ca_topic_score_gemma":0.004348513,"domain_scores_codex":[0.997448,0.0004672401,0.0001019897,0.0001937657,0.001627123,0.0001619555],"domain_scores_gemma":[0.9921462,0.002118334,0.0002654685,0.0004500916,0.003853046,0.001166803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000429925,0.00002091131,0.00004911677,0.00007215025,0.000004790498,0.00002841921,0.00001400927,0.0002674861,0.000108775,0.001748963,0.9579629,0.03967943],"study_design_scores_gemma":[0.00002866325,0.00003322307,0.0003932044,0.0002027398,0.000003913946,0.00003613036,0.00006994142,0.001665302,0.0002617867,0.003220849,0.9940681,0.00001610969],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002713819,0.02003889,0.03628185,0.2798471,0.1528705,0.001195322,0.007674176,0.003865429,0.4955129],"genre_scores_gemma":[0.02574497,0.01494462,0.0333656,0.02024864,0.05994086,0.0008005004,0.006748174,0.002078071,0.8361287],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1557731,"threshold_uncertainty_score":0.521113,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}