{"meta":{"query_hash":"b8d92a08ba99","filters":{"venue":"International Journal of Industry and Sustainable Development"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/b8d92a08ba99","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Journal+of+Industry+and+Sustainable+Development"},"results":[{"id":"W3040950080","doi":"10.21608/ijisd.2020.101620","title":"Design Methodology Framework for Cyber-Physical Products","year":2020,"lang":"en","type":"article","venue":"International Journal of Industry and Sustainable Development","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Computer science; Cyber-physical system; Blueprint; Variety (cybernetics); Systems design; Complex system; Context (archaeology); Systems engineering; Physical system; Human–computer interaction; Distributed computing; Software engineering; Artificial intelligence; Engineering","score_opus":0.07295858249542031,"score_gpt":0.3021798886246347,"score_spread":0.22922130612921437,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3040950080","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08791907,0.000095944255,0.9046085,0.00558467,0.00055612926,0.00022341838,0.0000037534253,0.00004350763,0.0009650006],"genre_scores_gemma":[0.8161557,0.0000145686,0.18257655,0.00042277103,0.00059683825,0.000020613606,0.0000040035616,0.00002093497,0.00018805756],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990224,0.00003279858,0.00038654616,0.0000926427,0.00024384844,0.00022173778],"domain_scores_gemma":[0.9988708,0.00027191144,0.00009423232,0.00003875653,0.0005940572,0.00013022429],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004408268,0.00012216106,0.00018551022,0.00010270973,0.000046668003,0.00009040853,0.00024587027,0.00019131876,0.00001800257],"category_scores_gemma":[0.00055068464,0.00011394466,0.00003389425,0.00012801762,0.000030714225,0.0004306536,0.000035925357,0.0005672655,0.0000025192103],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021512946,0.000561923,0.0014049049,0.0017483638,0.004496861,0.0016798218,0.06698222,0.2646312,0.003935335,0.33118424,0.050240003,0.27098382],"study_design_scores_gemma":[0.004241868,0.00085687655,0.0015918661,0.000562168,0.00011102446,0.0009207087,0.044039547,0.012667329,0.23477462,0.080724806,0.6180605,0.0014486334],"about_ca_topic_score_codex":2.4587115e-7,"about_ca_topic_score_gemma":1.2992805e-8,"teacher_disagreement_score":0.72823656,"about_ca_system_score_codex":0.00012210321,"about_ca_system_score_gemma":0.00023545903,"threshold_uncertainty_score":0.46465284},"labels":[],"label_agreement":null},{"id":"W3041236685","doi":"10.21608/ijisd.2020.101606","title":"Discrete Event Simulation Software for Agent-Based Supply Chain Demand","year":2020,"lang":"en","type":"article","venue":"International Journal of Industry and Sustainable Development","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Computer science; Supply chain; Service management; Context (archaeology); Service (business); Discrete event simulation; Demand patterns; Supply chain management; Supply and demand; Software; Demand management; Risk analysis (engineering); Industrial engineering; Simulation; Business; Engineering; Marketing","score_opus":0.022572593565848967,"score_gpt":0.25933867086902457,"score_spread":0.23676607730317561,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3041236685","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5547959,0.0003358914,0.40838766,0.032791905,0.0014828783,0.0011398604,0.000010281888,0.0000843996,0.0009712005],"genre_scores_gemma":[0.99030364,0.0000044337417,0.0017496505,0.0060235583,0.0011700784,0.000020729181,0.000043611668,0.000018536915,0.00066577585],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99852926,0.000013580452,0.0005332377,0.00017951989,0.00046917636,0.00027521254],"domain_scores_gemma":[0.99842685,0.00006584711,0.00042039264,0.000055757057,0.0009773489,0.000053829284],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00065829564,0.00016647302,0.00018885404,0.00027258953,0.00017488824,0.00030291177,0.00031038278,0.00010457347,0.00018922961],"category_scores_gemma":[0.00050365005,0.000149889,0.00008036333,0.00018250218,0.000029608154,0.00076876744,0.00017056966,0.0002172885,0.0000059817467],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0042188736,0.0007961506,0.15900314,0.0026931742,0.0017947742,0.0017484196,0.0033431526,0.5999027,0.00016331288,0.03578062,0.07413384,0.11642187],"study_design_scores_gemma":[0.0034448663,0.00008723386,0.010174537,0.0001995755,0.00006931437,0.000005561489,0.006117638,0.06288272,0.00036443424,0.0013201797,0.91494113,0.0003928087],"about_ca_topic_score_codex":0.000009965671,"about_ca_topic_score_gemma":0.0000013636909,"teacher_disagreement_score":0.84080726,"about_ca_system_score_codex":0.00015399228,"about_ca_system_score_gemma":0.00016792429,"threshold_uncertainty_score":0.6112296},"labels":[],"label_agreement":null},{"id":"W3041429266","doi":"10.21608/ijisd.2020.101602","title":"Activity Based Aggregate Job Costing Model for Reconfigurable Manufacturing Systems","year":2020,"lang":"en","type":"article","venue":"International Journal of Industry and Sustainable Development","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Control reconfiguration; Activity-based costing; Competitor analysis; Computer science; Competitive advantage; Machining; Investment (military); Order (exchange); Operations research; Industrial organization; Industrial engineering; Manufacturing engineering; Operations management; Business; Economics; Engineering; Marketing; Mechanical engineering; Finance","score_opus":0.025348885998577344,"score_gpt":0.23431342308032452,"score_spread":0.20896453708174717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3041429266","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9311055,0.00038572276,0.06400835,0.0008870264,0.0009035491,0.00033176556,0.000010790924,0.00007737168,0.0022899108],"genre_scores_gemma":[0.9970846,0.000027863898,0.0009165476,0.00012329388,0.00030809877,0.000021525619,0.0000037576813,0.00002847667,0.0014858283],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986302,0.000024379933,0.00053559203,0.00015324645,0.0002998458,0.00035673665],"domain_scores_gemma":[0.9990627,0.00009418301,0.0002278807,0.0000614502,0.00034904448,0.00020473372],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005114885,0.00019879725,0.00029874383,0.00018418851,0.00013255581,0.00022484314,0.00027712598,0.0002065085,0.000016219421],"category_scores_gemma":[0.000079573896,0.00018111583,0.00006891734,0.000053844415,0.000018507555,0.00037304446,0.00002566198,0.00050544704,0.0000017157859],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018655424,0.000021482432,0.00020527306,0.0008868923,0.00037504564,0.00020513052,0.0008227913,0.97660804,0.0011985396,0.00014296506,0.0019374929,0.01740977],"study_design_scores_gemma":[0.0017400545,0.00007565971,0.00047899823,0.0005772581,0.000028303684,0.00014646984,0.002288204,0.7415088,0.21437293,0.00009102363,0.03825101,0.0004412997],"about_ca_topic_score_codex":0.000013252148,"about_ca_topic_score_gemma":7.8939814e-7,"teacher_disagreement_score":0.23509927,"about_ca_system_score_codex":0.00029100606,"about_ca_system_score_gemma":0.00027278377,"threshold_uncertainty_score":0.7385689},"labels":[],"label_agreement":null}]}