{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"6ed86bd5c287","filters":{"venue":"Multiple Criteria Decision Making"}},"results":[{"id":"W2602855750","doi":"10.22367/mcdm.2016.11.06","title":"An Impact of Negotiation Profiles on the Accuracy of Negotiation Offer Scoring System? Experimental Study","year":2016,"lang":"en","type":"article","venue":"Multiple Criteria Decision Making","topic":"Conflict Management and Negotiation","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Negotiation; Cooperativeness; Computer science; Negotiation theory; Scoring system; Principal (computer security); Mode (computer interface); Social psychology; Operations research; Knowledge management; Artificial intelligence; Psychology; Human–computer interaction; Mathematics; Political science; Computer security; Law; Personality","authors":[{"name":"Gregory E. Kersten","is_ca":true},{"name":"Ewa Roszkowska","is_ca":false},{"name":"Tomasz Wachowicz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.102835305952091,"gpt":0.434512719669721,"spread":0.33167741371763,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02566225,0.0006520986,0.0007063212,0.0008782319,0.0007072688,0.002299059,0.000919562,0.001328492,0.005471137],"category_scores_gemma":[0.2099089,0.0005393737,0.000411961,0.0007181304,0.001701419,0.002249749,0.001702972,0.001366518,0.0008728249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005663316,"about_ca_system_score_gemma":0.0005469264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002645469,"about_ca_topic_score_gemma":0.000170545,"domain_scores_codex":[0.9532727,0.03309573,0.003494813,0.002805879,0.006233693,0.00109715],"domain_scores_gemma":[0.6103866,0.3451425,0.01680732,0.01756156,0.007671935,0.002430185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.08818313,0.04734547,0.3219196,0.002417349,0.0008964103,0.001684191,0.04450318,0.01968334,0.1594275,0.01271182,0.002252686,0.2989753],"study_design_scores_gemma":[0.003679442,0.1513126,0.5573252,0.0007223526,0.00139624,0.002439661,0.02213706,0.08622114,0.1447493,0.01718964,0.0119674,0.0008598462],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922668,0.00009695156,0.0036146,0.00006691446,0.00004049246,0.0003486717,0.00005374278,0.00002794491,0.003483863],"genre_scores_gemma":[0.9962263,0.00004987707,0.002627734,0.0000394521,0.00002787014,0.0003306193,0.00004564353,0.00002028104,0.0006321616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02566225,"threshold_uncertainty_score":0.1357166,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3008441098","doi":"10.22367/mcdm.2019.14.09","title":"Identifying strategic development objectives for European Union states using the Dominance-based Rough Set Approach: the case of Poland","year":2019,"lang":"en","type":"article","venue":"Multiple Criteria Decision Making","topic":"Rough Sets and Fuzzy Logic","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":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"European union; Dominance (genetics); Ranking (information retrieval); Order (exchange); Stochastic dominance; Rough set; Regional science; Political science; Economic system; Economics; Geography; Computer science; Econometrics; International trade; Artificial intelligence; Finance","authors":[{"name":"Kazimierz Zaraś","is_ca":true},{"name":"Jean-Charles Marin","is_ca":true},{"name":"Bryan Trudel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1177811772436207,"gpt":0.3427535445846203,"spread":0.2249723673409995,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002675827,0.000382938,0.0004283316,0.002948394,0.00144578,0.00344833,0.000391812,0.000722823,0.0007936649],"category_scores_gemma":[0.003679336,0.0002561896,0.0008691223,0.002449523,0.0009874979,0.001723016,0.001911337,0.0006476081,0.0001087094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002662294,"about_ca_system_score_gemma":0.002777718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02162446,"about_ca_topic_score_gemma":0.02990124,"domain_scores_codex":[0.9989945,0.0004858559,0.0000842339,0.00005800746,0.0002034391,0.0001739705],"domain_scores_gemma":[0.999139,0.0004811836,0.0001395036,0.00004491838,0.0001422082,0.00005326352],"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":[0.0006081469,0.0003117319,0.06470041,0.000621027,0.0002342922,0.01401812,0.01216988,0.4126797,0.005214621,0.2872685,0.00294117,0.1992324],"study_design_scores_gemma":[0.000167433,0.00040657,0.04688774,0.0006489382,0.0003597949,0.002098493,0.05170934,0.7115166,0.00971742,0.1472022,0.02904189,0.0002436041],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9240382,0.0004197362,0.05334625,0.0009984456,0.00002060046,0.0002234792,0.0001730639,0.00003874197,0.02074158],"genre_scores_gemma":[0.9646831,0.0004108374,0.03235826,0.000030024,0.000002897289,0.00006604546,0.00006955695,0.000006879798,0.002372448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02162446,"threshold_uncertainty_score":0.04299718,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3008255186","doi":"10.22367/mcdm.2019.14.07","title":"Development and evaluation of an AHP model for software systems selection","year":2019,"lang":"en","type":"article","venue":"Multiple Criteria Decision Making","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Mount Royal University","funders":"","keywords":"Analytic hierarchy process; Computer science; Usability; Vendor; Software; Multiple-criteria decision analysis; Decision support system; Process management; Software system; Risk analysis (engineering); Knowledge management; Management science; Operations research; Engineering; Business; Artificial intelligence","authors":[{"name":"Faith‐Michael E. Uzoka","is_ca":false},{"name":"Boluwaji Akinnuwesi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2969746729203275,"gpt":0.4721880332666652,"spread":0.1752133603463377,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01117846,0.001000444,0.001246899,0.002700011,0.001493777,0.001975503,0.001657215,0.001287171,0.002410768],"category_scores_gemma":[0.01881982,0.000589003,0.00113822,0.002602355,0.0006718237,0.001516287,0.001396376,0.001573125,0.000253604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002983505,"about_ca_system_score_gemma":0.004505057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01338533,"about_ca_topic_score_gemma":0.009791039,"domain_scores_codex":[0.9925762,0.005050464,0.000344966,0.0002303587,0.001585233,0.0002128688],"domain_scores_gemma":[0.9837652,0.01232635,0.0004635738,0.0002795114,0.002961766,0.0002035957],"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":[0.0002373896,0.0003255011,0.0019389,0.0004946626,0.0001218875,0.0001171663,0.000478996,0.8818712,0.001764085,0.01782186,0.001108631,0.09371985],"study_design_scores_gemma":[0.00003394012,0.00009229701,0.0001634535,0.00003185237,0.00001317395,0.00001024677,0.0001098527,0.9958135,0.0004084086,0.002899034,0.0004131751,0.00001097465],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04080299,0.000138751,0.9526377,0.0003687304,0.00005351176,0.001351738,0.0002798767,0.0002840906,0.004082809],"genre_scores_gemma":[0.2271676,0.0001671042,0.7697135,0.00006723696,0.00001800589,0.001933709,0.0002566619,0.00003031052,0.0006459412],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01338533,"threshold_uncertainty_score":0.05911809,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4205430479","doi":"10.22367/mcdm.2020.15.05","title":"COMPLEMENTARITY OF THE GRAPHICAL ANALYSIS FOR INTERACTIVE AID AND DOMINANCE-BASED ROUGH SET APPROACH APPLIED TO THE CLASSIFICATION OF NON-URBAN MUNICIPALITIES","year":2020,"lang":"en","type":"article","venue":"Multiple Criteria Decision Making","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Rough set; Complementarity (molecular biology); Dominance (genetics); Ranking (information retrieval); Dominance-based rough set approach; Computer science; Decision maker; Sorting; Decision support system; Operations research; sort; Artificial intelligence; Data mining; Machine learning; Mathematics; Information retrieval","authors":[{"name":"Bryan Boudreau-Trudel","is_ca":true},{"name":"Kazimierz Zaraś","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1043176204211297,"gpt":0.3406669406967003,"spread":0.2363493202755705,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003555858,0.0009625669,0.0008974125,0.006735586,0.0007366893,0.003355846,0.0008335988,0.0004451174,0.003232306],"category_scores_gemma":[0.01484555,0.0002480673,0.001378135,0.004140894,0.0009536916,0.001440918,0.001240599,0.0006750823,0.0005004651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002181294,"about_ca_system_score_gemma":0.002526049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01100124,"about_ca_topic_score_gemma":0.01356256,"domain_scores_codex":[0.9949084,0.003415042,0.0001674396,0.0002007912,0.001117049,0.0001913605],"domain_scores_gemma":[0.9926354,0.005315581,0.0003602381,0.0003904367,0.001165706,0.0001327019],"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":[0.0004337557,0.0001439024,0.007770203,0.0009538655,0.000321824,0.0003371849,0.001608774,0.1905889,0.005865494,0.1512741,0.004971984,0.63573],"study_design_scores_gemma":[0.0000656518,0.0002664602,0.00880805,0.0002863912,0.0002259301,0.0003225328,0.001279558,0.8456286,0.003849263,0.1253465,0.01377253,0.000148552],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03999589,0.000737655,0.9459456,0.0006375911,0.00008273233,0.0003091899,0.0004403699,0.0007362539,0.01111471],"genre_scores_gemma":[0.4737999,0.0005792501,0.5223185,0.0001072114,0.0000485795,0.0003733113,0.0003849913,0.00008057341,0.002307757],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01100124,"threshold_uncertainty_score":0.02187437,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}