{"meta":{"query_hash":"0728f02bcd75","filters":{"venue":"Open Journal Systems (Global Science & Technology Forum)"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/0728f02bcd75","api":"https://metacan.xera.ac/api/v1/cohort?venue=Open+Journal+Systems+%28Global+Science+%26+Technology+Forum%29"},"results":[{"id":"W2546274422","doi":"","title":"The Effects of Ant Colony Optimization on Graph Anonymization","year":2016,"lang":"en","type":"article","venue":"Open Journal Systems (Global Science & Technology Forum)","topic":"Privacy-Preserving Technologies in Data","field":"Computer Science","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":"Dalhousie University; University of Waterloo; Brandon University","funders":"","keywords":"Anonymity; Ant colony optimization algorithms; Computer science; Graph; Ant colony; Enhanced Data Rates for GSM Evolution; Artificial intelligence; Data mining; Theoretical computer science; Computer security","score_opus":0.010422417674548698,"score_gpt":0.2726017501045996,"score_spread":0.26217933243005087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2546274422","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018250305,0.00096220063,0.91773105,0.05593037,0.0034752004,0.00125792,0.0000139429085,0.000467934,0.0019110849],"genre_scores_gemma":[0.9582114,0.0007093777,0.040825147,0.000085025415,0.000027451255,0.00006472148,4.353881e-7,0.000010125033,0.00006630278],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99683577,0.00014931094,0.00062920875,0.0006482199,0.0009035307,0.00083394523],"domain_scores_gemma":[0.99341655,0.00030167386,0.0008704864,0.004777688,0.000505567,0.00012805553],"candidate_categories":["metaresearch","sts","open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.0025708037,0.00022364882,0.00032583633,0.0005443427,0.0015396026,0.00095971976,0.055365276,0.00024821228,0.0000023748057],"category_scores_gemma":[0.023284717,0.00012083932,0.000060925686,0.0054127444,0.0017262413,0.0022840174,0.035778057,0.00026872,0.00001813956],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007176698,0.00023443653,0.020887114,0.000037841975,0.00008697643,0.00010195819,0.000026929838,0.0018804949,0.01748674,0.64721173,0.07596007,0.23601392],"study_design_scores_gemma":[0.0037076473,0.004369358,0.0021181891,0.0030260645,0.000042835596,0.002465845,0.00049968413,0.08247988,0.06992308,0.8079738,0.022178829,0.0012148123],"about_ca_topic_score_codex":0.000036611735,"about_ca_topic_score_gemma":0.000010050501,"teacher_disagreement_score":0.93996114,"about_ca_system_score_codex":0.00059257454,"about_ca_system_score_gemma":0.00041567144,"threshold_uncertainty_score":0.99976027},"labels":[],"label_agreement":null},{"id":"W6925284744","doi":"10.18148/hs/2023.v7i3.128","title":"Variation in Old English revisited","year":2021,"lang":"en","type":"article","venue":"Open Journal Systems (Global Science & Technology Forum)","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Adverbial; Variation (astronomy); Word order; Corpus linguistics; Framing (construction); Word (group theory); British National Corpus; Old English","score_opus":0.010569717114253623,"score_gpt":0.264434828296662,"score_spread":0.25386511118240834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6925284744","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":[0.9616308,0.0005067396,0.00018321892,0.0033353637,0.0008520842,0.00046545314,0.000013559589,0.000056478017,0.032956284],"genre_scores_gemma":[0.9985714,0.00011720781,0.00041215718,0.00026668273,0.000048047914,0.000031270414,0.0000010977276,0.0000063634993,0.00054574956],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99721724,0.000112326416,0.00051318906,0.0006343025,0.0006942063,0.0008287494],"domain_scores_gemma":[0.99874675,0.000022901277,0.00033636185,0.00053643336,0.00018353184,0.0001740414],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024326947,0.00016814006,0.00030722437,0.00012168942,0.0006362589,0.0006601746,0.0020246974,0.00019762124,0.00057795655],"category_scores_gemma":[0.0014187458,0.00015334631,0.000049555107,0.006060391,0.0006865775,0.0017541251,0.0016167507,0.0003825561,0.00012478395],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037445043,0.00028334896,0.93143475,0.000024711799,0.000011351314,0.00055819895,0.0016487271,0.0015574826,0.0069536,0.047401246,0.0025481377,0.0075409724],"study_design_scores_gemma":[0.0033742653,0.00051317073,0.5455785,0.00090542133,0.000043889017,0.004525482,0.09414802,0.002264997,0.0023384462,0.07055636,0.27425954,0.001491913],"about_ca_topic_score_codex":0.0006150414,"about_ca_topic_score_gemma":0.00046520325,"teacher_disagreement_score":0.3858563,"about_ca_system_score_codex":0.0028704987,"about_ca_system_score_gemma":0.00022004532,"threshold_uncertainty_score":0.75062543},"labels":[],"label_agreement":null},{"id":"W6944229824","doi":"10.18148/zs/2025-2003","title":"Computational evaluation","year":2025,"lang":"en","type":"article","venue":"Open Journal Systems (Global Science & Technology Forum)","topic":"Sentiment Analysis and Opinion Mining","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computational linguistics; Field (mathematics); Lexicon; Point (geometry); Computational model; Representation (politics); Conversation; Semantics (computer science)","score_opus":0.02163918612173248,"score_gpt":0.3562155238045112,"score_spread":0.3345763376827787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6944229824","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.041084107,0.0020790342,0.8719957,0.020847125,0.004241799,0.0008874707,0.0000029275338,0.00018073554,0.05868109],"genre_scores_gemma":[0.98445046,0.00001048202,0.014919441,0.00027027645,0.000028940101,0.000025675128,0.0000012703164,0.0000022057254,0.00029126785],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972049,0.00010312072,0.0005504758,0.00053865573,0.0010827703,0.00052007235],"domain_scores_gemma":[0.99812216,0.000029203613,0.00036368615,0.0004969116,0.0008684651,0.00011960361],"candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004309948,0.00014694275,0.0002707502,0.00089351245,0.001488194,0.002599526,0.0052844957,0.00010546585,0.000028165905],"category_scores_gemma":[0.00020925821,0.00012265384,0.00007474497,0.0074804625,0.00035473157,0.0018951903,0.0014992136,0.00021189978,0.000069046786],"study_design_candidate":"theoretical_or_conceptual","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":[0.0000032377777,0.000049155933,0.03507126,0.0000024307249,0.000046163263,0.000008281596,0.000029185097,0.01293803,0.00015093583,0.85915416,0.006078232,0.086468905],"study_design_scores_gemma":[0.0011378988,0.0001272666,0.005347344,0.0002578597,0.000042259977,0.00052262563,0.0013922608,0.78228325,0.0002783405,0.17628342,0.032001264,0.00032621302],"about_ca_topic_score_codex":0.00004190914,"about_ca_topic_score_gemma":0.000006410153,"teacher_disagreement_score":0.94336635,"about_ca_system_score_codex":0.000649919,"about_ca_system_score_gemma":0.0012115701,"threshold_uncertainty_score":0.9998117},"labels":[],"label_agreement":null},{"id":"W7125903310","doi":"10.18148/lfg/2023.v28i.42","title":"Persian perception verbs","year":2023,"lang":"en","type":"article","venue":"Open Journal Systems (Global Science & Technology Forum)","topic":"Categorization, perception, and language","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Perception; Semantics (computer science); Syntax; Predicate (mathematical logic); Persian; Context (archaeology); Focus (optics); Salient","score_opus":0.022744778993436503,"score_gpt":0.3612752315640601,"score_spread":0.3385304525706236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7125903310","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":[0.8908299,0.0003763868,0.0016297488,0.005948241,0.006195911,0.00081931794,0.000033307435,0.00057597744,0.0935912],"genre_scores_gemma":[0.99264336,0.0000630475,0.00009636682,0.00014186121,0.00026615814,0.000052832493,0.00001237857,0.000017855216,0.0067061405],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9970921,0.00011089915,0.00051235605,0.0006353837,0.0005952289,0.0010540001],"domain_scores_gemma":[0.9985152,0.000013570215,0.00028197592,0.0006226893,0.00029417465,0.00027241104],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002033908,0.00022441088,0.0003205727,0.0008902477,0.0017786173,0.00078714057,0.0024755488,0.0003332195,0.0016928323],"category_scores_gemma":[0.00011274086,0.00019401123,0.00009797626,0.006401694,0.0012441643,0.0009471326,0.00045882424,0.000385572,0.004129238],"study_design_candidate":"observational","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":[0.00011555633,0.0002641013,0.3665935,0.000022721506,0.00011918257,0.00046932005,0.008126912,0.00025249194,0.011765234,0.40837505,0.11765623,0.08623968],"study_design_scores_gemma":[0.0025228471,0.00092491985,0.26091802,0.00019850169,0.000081462094,0.012297256,0.44604293,0.000752983,0.00005022466,0.010478116,0.26463154,0.0011012071],"about_ca_topic_score_codex":0.0013140339,"about_ca_topic_score_gemma":0.00021725307,"teacher_disagreement_score":0.437916,"about_ca_system_score_codex":0.0007219084,"about_ca_system_score_gemma":0.00028515374,"threshold_uncertainty_score":0.99952096},"labels":[],"label_agreement":null},{"id":"W7125924525","doi":"10.18148/lfg/2024.v29i.47","title":"story of 'er'","year":2024,"lang":"en","type":"article","venue":"Open Journal Systems (Global Science & Technology Forum)","topic":"Syntax, Semantics, Linguistic Variation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Superlative; Morpheme; Complementarity (molecular biology); Competition (biology); Blocking (statistics)","score_opus":0.025736091660944267,"score_gpt":0.2856075848308585,"score_spread":0.25987149316991426,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7125924525","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":[0.41209584,0.009241543,0.005887558,0.13245904,0.060042027,0.002032221,0.00021165617,0.00081691256,0.3772132],"genre_scores_gemma":[0.99782497,0.000019696967,0.0002622352,0.000039345407,0.00048464112,0.000010845557,7.507651e-7,0.0000106397765,0.0013468772],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980558,0.00006327452,0.0005128804,0.00033101058,0.00055488816,0.00048214174],"domain_scores_gemma":[0.99872774,0.000047862177,0.00030123614,0.00032078614,0.0004972595,0.000105106716],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0026285434,0.00015242533,0.00031014663,0.0005374077,0.0012132308,0.00156317,0.0018281122,0.000105941326,0.00022626555],"category_scores_gemma":[0.00063897093,0.00011976597,0.00007225834,0.0006773532,0.0014509436,0.0007981561,0.0004142826,0.00041798208,0.00016730967],"study_design_candidate":"theoretical_or_conceptual","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":[0.000004835066,0.000024370009,0.001229793,0.000027003096,0.000033494427,0.000040095936,0.0015997349,0.000018254197,0.00028727078,0.98909175,0.0019500146,0.005693361],"study_design_scores_gemma":[0.00042329487,0.00046735632,0.00027110387,0.0013036722,0.000096399825,0.0014699638,0.06371544,0.002133059,0.00048456973,0.45608276,0.47308898,0.0004633767],"about_ca_topic_score_codex":0.0008699377,"about_ca_topic_score_gemma":0.00033444294,"teacher_disagreement_score":0.5857291,"about_ca_system_score_codex":0.00044029957,"about_ca_system_score_gemma":0.000562579,"threshold_uncertainty_score":0.9994733},"labels":[],"label_agreement":null}]}