{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"2cc81ebb4a22","filters":{"venue":"International Conference on Informatics and Systems"}},"results":[{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Roman Glistvain","is_ca":true},{"name":"Mokhtar Aboelaze","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05399397795293049,"gpt":0.2943677351579061,"spread":0.2403737572049756,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00101119,0.0002453911,0.0003249205,0.0002774553,0.0002260095,0.001934682,0.001078229,0.0001606987,0.0000036227],"category_scores_gemma":[0.0001452616,0.0002113914,0.00006600151,0.0001273367,0.00004159578,0.0009026325,0.0001878926,0.0002513323,0.00001746995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007726668,"about_ca_system_score_gemma":0.00006973879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005136149,"about_ca_topic_score_gemma":0.00002252557,"domain_scores_codex":[0.9978802,0.00006870361,0.0009604961,0.0002602809,0.0005431271,0.00028723],"domain_scores_gemma":[0.9978886,0.0002852176,0.0005717971,0.0004927549,0.0006426809,0.0001189252],"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":[0.00001780143,0.00005814467,0.0003038484,0.0006445204,0.00009578503,0.000006793908,0.005969628,0.0002456319,0.02053595,0.9669412,0.000918899,0.004261751],"study_design_scores_gemma":[0.0004506072,0.0001725087,0.0000346041,0.0007713674,0.000006101249,0.0001036744,0.003540955,0.9857191,0.002876473,0.0001352753,0.005900755,0.000288603],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1215983,0.00003349721,0.8080295,0.0002098305,0.002461016,0.001569977,0.00006865692,0.0007281178,0.0653011],"genre_scores_gemma":[0.954158,0.000001890868,0.04515241,0.0001050827,0.000168394,0.0001767162,0.00002273915,0.00001572755,0.0001990341],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9854735,"threshold_uncertainty_score":0.9991014,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Omar S. Soliman","is_ca":false},{"name":"Ruhul Sarker","is_ca":false},{"name":"Sajjad Zahir","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.183922645180225,"gpt":0.4036943440207189,"spread":0.2197716988404939,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002819007,0.0001232919,0.0002416428,0.0008749228,0.00004923799,0.0003430318,0.0005151508,0.00006839605,0.0001172582],"category_scores_gemma":[0.0007636001,0.00009514807,0.00003467777,0.0004035908,0.00004234561,0.0007579949,0.0001548151,0.00008583098,0.00008435849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006072861,"about_ca_system_score_gemma":0.00002581873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002558884,"about_ca_topic_score_gemma":0.000007010492,"domain_scores_codex":[0.9967099,0.00009631721,0.001445284,0.0001310407,0.001440168,0.0001772479],"domain_scores_gemma":[0.9978483,0.0005367487,0.0005499643,0.0003236332,0.0006519044,0.00008946953],"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":[0.0001017036,0.0001434158,0.02317102,0.00003098479,0.00003016218,0.000001655474,0.00436742,0.1183477,0.00004009484,0.8037756,0.0008074074,0.04918279],"study_design_scores_gemma":[0.0006162225,0.00003427421,0.0197256,0.0004054433,0.000004058929,0.00001097929,0.008613041,0.9647596,0.00001567565,0.003756612,0.001914356,0.0001441622],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3983064,0.0001476543,0.4424984,0.000358868,0.003823062,0.0009600458,0.0000821563,0.00003199488,0.1537914],"genre_scores_gemma":[0.9912511,0.0001102931,0.008094653,0.00006229311,0.00004736324,0.00002794032,0.00001762565,0.000005423018,0.0003833256],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8464119,"threshold_uncertainty_score":0.3880025,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}