{"meta":{"query_hash":"2cc81ebb4a22","filters":{"venue":"International Conference on Informatics and Systems"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/2cc81ebb4a22","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Conference+on+Informatics+and+Systems"},"results":[{"id":"W1482816600","doi":"","title":"Fuzzy optimization of location decisions in supply chain management","year":2012,"lang":"en","type":"article","venue":"International Conference on Informatics and Systems","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","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 Lethbridge","funders":"","keywords":"Fuzzy logic; Computer science; Supply chain; Operations research; Supply chain management; Decision support system; Fuzzy number; Fuzzy set; Data mining; Artificial intelligence; Engineering; Business","score_opus":0.18392264518022497,"score_gpt":0.4036943440207189,"score_spread":0.21977169884049394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1482816600","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038987096,0.001018166,0.95421946,0.0005810365,0.00005438502,0.00005640056,0.00006287762,0.00006971769,0.004950908],"genre_scores_gemma":[0.90615916,0.0009100167,0.0899945,0.00006420086,0.00004730323,0.00009816003,0.000059664726,0.000026431206,0.0026406127],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987357,0.00075622066,0.000038777085,0.00013193849,0.00023085742,0.00010650796],"domain_scores_gemma":[0.9990025,0.00066264626,0.00013155577,0.000029275394,0.00012700363,0.000047074278],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022809955,0.0007495893,0.0009790647,0.0009997569,0.0007497329,0.0017219556,0.0008201493,0.0013010342,0.0014644037],"category_scores_gemma":[0.0037802516,0.0007395617,0.00074693497,0.0011788264,0.0011810339,0.001760133,0.0010735267,0.001089154,0.00017024942],"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":[0.000018918005,0.0000123621085,0.00016378438,0.000022425163,0.000021333872,0.000026326159,0.000027913251,0.9785994,0.00018527775,0.014490945,0.00019040913,0.006240873],"study_design_scores_gemma":[0.0000051275756,0.000015843963,0.000049800434,0.000008057382,0.000005595276,0.0000043062137,0.000017075821,0.9817438,0.00012041808,0.017765326,0.0002589771,0.00000560132],"about_ca_topic_score_codex":0.01112075,"about_ca_topic_score_gemma":0.0071291034,"teacher_disagreement_score":0.01112075,"about_ca_system_score_codex":0.0020862352,"about_ca_system_score_gemma":0.00168355,"threshold_uncertainty_score":0.022112012},"labels":[],"label_agreement":null},{"id":"W1625164006","doi":"","title":"Romantiki OS — A single stack multitasking operating system for resource limited embedded devices","year":2010,"lang":"en","type":"article","venue":"International Conference on Informatics and Systems","topic":"Embedded Systems Design Techniques","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Human multitasking; Computer science; Debugging; Embedded system; Architecture; Coding (social sciences); Resource (disambiguation); Operating system; Computer architecture; Computer network","score_opus":0.05399397795293049,"score_gpt":0.2943677351579061,"score_spread":0.2403737572049756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1625164006","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17962073,0.0030262973,0.53112143,0.00051905925,0.0009295659,0.0015381951,0.0019649,0.20572722,0.07555264],"genre_scores_gemma":[0.63382703,0.0013652961,0.32326975,0.00043508623,0.0001904705,0.00086406665,0.0041766665,0.007995317,0.027876329],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916637,0.00011441434,0.0001045385,0.00012636403,0.00034468257,0.0001436311],"domain_scores_gemma":[0.9985775,0.00014603561,0.00022111177,0.0006361606,0.00026110496,0.00015817344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008125404,0.00080495945,0.000677477,0.0008907719,0.0005088411,0.0010950523,0.0021407208,0.00046388502,0.00664896],"category_scores_gemma":[0.0021980926,0.00050678616,0.00065747317,0.0004753896,0.0005655691,0.0022780232,0.0017047337,0.0014626837,0.0033430608],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004301684,0.0007917816,0.007950287,0.0017540561,0.00030668,0.0008287336,0.0008226491,0.016572371,0.24152206,0.053792052,0.083208725,0.5881489],"study_design_scores_gemma":[0.0008639873,0.002594487,0.012966801,0.0002771651,0.00040610216,0.0032166417,0.0002228061,0.27639264,0.2602953,0.011876502,0.4302644,0.00062318984],"about_ca_topic_score_codex":0.0007842899,"about_ca_topic_score_gemma":0.0006615751,"teacher_disagreement_score":0.00664896,"about_ca_system_score_codex":0.0005047832,"about_ca_system_score_gemma":0.0016398303,"threshold_uncertainty_score":0.022242963},"labels":[],"label_agreement":null}]}