{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"6e89905d9a6e","filters":{"venue":"International Journal of Metadata Semantics and Ontologies"}},"results":[{"id":"W4253990414","doi":"10.1504/ijmso.2018.096454","title":"Ontology of folktales in the Greater Mekong Subregion","year":2018,"lang":"en","type":"article","venue":"International Journal of Metadata Semantics and Ontologies","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Humanities Research Group, University of Windsor; Khon Kaen University","keywords":"Ontology; Upper ontology; Documentation; Scope (computer science); Computer science; Domain (mathematical analysis); Ontology-based data integration; Process ontology; Digital library; Field (mathematics); Suggested Upper Merged Ontology; Information retrieval; Data science; Knowledge management; Linguistics; Semantic Web; Epistemology; Philosophy","authors":[{"name":"Kulthida Tuamsuk","is_ca":false},{"name":"Wirapong Chansanam","is_ca":false},{"name":"Nattapong Kaewboonma","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03199908701069654,"gpt":0.3192780661648376,"spread":0.2872789791541411,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005947542,0.000197051,0.0001653599,0.002486029,0.002444944,0.002809073,0.0004982105,0.0002702173,0.002465933],"category_scores_gemma":[0.0008663767,0.0001531532,0.0002249348,0.004700665,0.002633258,0.003604536,0.001631492,0.0004727571,0.0002250169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006481916,"about_ca_system_score_gemma":0.008013635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1540311,"about_ca_topic_score_gemma":0.2525478,"domain_scores_codex":[0.9996005,0.0001476556,0.0000463971,0.00007547004,0.00006095458,0.00006910828],"domain_scores_gemma":[0.9994323,0.0001397532,0.000107123,0.00009416046,0.0001594139,0.00006723468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001937605,0.0001293028,0.06009988,0.001599442,0.00006615046,0.003294354,0.1682741,0.005156404,0.0097132,0.5749193,0.007273491,0.1692805],"study_design_scores_gemma":[0.00002039191,0.00004600874,0.09916113,0.0008949747,0.0001043151,0.002093476,0.3387029,0.005144701,0.004492085,0.07162342,0.4776211,0.00009541873],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7712837,0.003030691,0.04995764,0.002722498,0.0001007606,0.0003743407,0.002627122,0.0002784899,0.1696247],"genre_scores_gemma":[0.9640385,0.001193081,0.02205386,0.000132587,0.000006080632,0.00008222023,0.001166807,0.0000310152,0.01129589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1540311,"threshold_uncertainty_score":0.306269,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2130654908","doi":"10.1504/ijmso.2013.057768","title":"Exploiting the Arabic Wikipedia for semi-automatic construction of a lexical ontology","year":2013,"lang":"en","type":"article","venue":"International Journal of Metadata Semantics and Ontologies","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Ontology; Computer science; Upper ontology; Arabic; Natural language processing; Suggested Upper Merged Ontology; Ontology-based data integration; Core (optical fiber); Information retrieval; Ontology Inference Layer; Ontology alignment; Process ontology; Artificial intelligence; Linguistics; OWL-S; Semantic Web; Semantic Web Stack","authors":[{"name":"Mohamed Mahdi Boudabous","is_ca":false},{"name":"Lamia Hadrich Belguith","is_ca":false},{"name":"Fatiha Sadat","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02680457105171697,"gpt":0.2763427246537221,"spread":0.2495381536020051,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001699709,0.001126918,0.0006382491,0.009499243,0.001511562,0.002791459,0.0009049269,0.0005497361,0.004703157],"category_scores_gemma":[0.007691257,0.0005717659,0.001063563,0.003502009,0.0006081588,0.004625787,0.002852835,0.001011388,0.003787679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007699864,"about_ca_system_score_gemma":0.002215593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003961745,"about_ca_topic_score_gemma":0.005890683,"domain_scores_codex":[0.9982333,0.0005074235,0.000288696,0.0003866689,0.0005173215,0.00006657851],"domain_scores_gemma":[0.9959519,0.001779886,0.000360283,0.0004528094,0.001283749,0.0001712945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002126816,0.0002681663,0.005237035,0.002792716,0.0002151937,0.001503165,0.00414786,0.004770346,0.05272772,0.04347415,0.03169589,0.8529551],"study_design_scores_gemma":[0.0001151645,0.0001923404,0.01130579,0.001832094,0.0004358234,0.002842462,0.007657982,0.2616801,0.0713938,0.1348463,0.5073161,0.0003820691],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01487978,0.000538796,0.9639494,0.000359357,0.0001730582,0.0005848053,0.003055325,0.007942101,0.008517445],"genre_scores_gemma":[0.06064034,0.000416451,0.9290241,0.00007857561,0.00004685154,0.0003945935,0.006565269,0.0007799703,0.002053873],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009499243,"threshold_uncertainty_score":0.01573366,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4242445073","doi":"10.1504/ijmso.2018.098394","title":"Specification of semantic information of Arabic provisions","year":2018,"lang":"en","type":"article","venue":"International Journal of Metadata Semantics and Ontologies","topic":"Artificial Intelligence in Law","field":"Social Sciences","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 à Trois-Rivières","funders":"","keywords":"Obligation; Computer science; Arabic; Action (physics); Legal document; Permission; Annotation; Artificial intelligence; Political science; Linguistics; Law","authors":[{"name":"Nasria Bouhyaoui","is_ca":false},{"name":"Fatima Zohra Laallam","is_ca":false},{"name":"Ismaïl Biskri","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05249560212463505,"gpt":0.3828540928706636,"spread":0.3303584907460285,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002117001,0.0007614045,0.0003994419,0.003426053,0.001322389,0.002876836,0.0006738189,0.0008197333,0.003659015],"category_scores_gemma":[0.006136559,0.0004088236,0.0009591682,0.001880034,0.001157272,0.003334406,0.001584357,0.001113759,0.00162081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001289606,"about_ca_system_score_gemma":0.002720498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004167544,"about_ca_topic_score_gemma":0.003073954,"domain_scores_codex":[0.9973362,0.0008399737,0.0005697537,0.0003713904,0.0007771036,0.0001056403],"domain_scores_gemma":[0.9960756,0.001292737,0.0004607335,0.0006829025,0.001403437,0.00008459776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007705722,0.0003929026,0.008106107,0.001919328,0.0001065534,0.003885423,0.01271164,0.03984886,0.07816931,0.5693327,0.01755536,0.2672012],"study_design_scores_gemma":[0.0001110801,0.0001723716,0.004977238,0.001177271,0.0002846277,0.001730163,0.005788804,0.1971168,0.1698855,0.1467434,0.4718327,0.0001800718],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1386367,0.0006014194,0.7936364,0.001792429,0.0002338482,0.001552902,0.01324659,0.005234342,0.04506532],"genre_scores_gemma":[0.41321,0.0006547991,0.5638097,0.000320423,0.0000789214,0.0008229828,0.01396026,0.0006040363,0.006538831],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004167544,"threshold_uncertainty_score":0.01224059,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389402975","doi":"10.1504/ijmso.2023.135345","title":"Pre-processing of RDF data for METIS partitioning","year":2023,"lang":"en","type":"article","venue":"International Journal of Metadata Semantics and Ontologies","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Metis; RDF; Computer science; Linked data; Information retrieval; World Wide Web; Semantic Web","authors":[{"name":"Siham Benhamed","is_ca":false},{"name":"Safia Nait Bahloul","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0988397777745871,"gpt":0.3648675136028263,"spread":0.2660277358282392,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002614512,0.001196058,0.001008095,0.003666419,0.00143279,0.002805586,0.001196053,0.0006013397,0.005436663],"category_scores_gemma":[0.00927805,0.0005119206,0.001685528,0.003129571,0.0007750013,0.002910321,0.00227519,0.001846875,0.002981434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001258067,"about_ca_system_score_gemma":0.002107993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004320013,"about_ca_topic_score_gemma":0.005951924,"domain_scores_codex":[0.9966013,0.0007138391,0.0003380369,0.0006262189,0.001488159,0.000232381],"domain_scores_gemma":[0.99371,0.001851144,0.0002657521,0.002107749,0.001915535,0.0001498391],"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":[0.0008522596,0.00042398,0.00854125,0.002186559,0.0004009551,0.001698765,0.003243058,0.05633947,0.1419626,0.070931,0.06183643,0.6515837],"study_design_scores_gemma":[0.000113453,0.0002130796,0.01110701,0.000377975,0.0001886645,0.0009661747,0.004229054,0.295859,0.3030063,0.07242607,0.3113558,0.0001575201],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03366785,0.000407634,0.9179922,0.0007029349,0.0002979455,0.002008885,0.01389432,0.01476903,0.01625926],"genre_scores_gemma":[0.175386,0.0004104674,0.7614699,0.0002605616,0.00008772106,0.001382547,0.05324484,0.003061388,0.004696616],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005436663,"threshold_uncertainty_score":0.01818746,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4242139153","doi":"10.1504/ijmso.2019.099839","title":"A data exchange solution for emergency response systems based on the EDXL-RESCUER ontology","year":2019,"lang":"en","type":"article","venue":"International Journal of Metadata Semantics and Ontologies","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; European Commission","keywords":"Interoperability; Computer science; Ontology; Semantic interoperability; Data exchange; Emergency response; Information exchange; Computer security; Database; World Wide Web; Medical emergency; Telecommunications; Medicine","authors":[{"name":"Laís do Nascimento Salvador","is_ca":false},{"name":"Rebeca Barros","is_ca":false},{"name":"Vaninha Vieira Dos Santos","is_ca":false},{"name":"Félix Simas De Souza Neto","is_ca":false},{"name":"Renato Novais","is_ca":false},{"name":"Simone da Silva Amorim","is_ca":false},{"name":"Marian Weber","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3635112373802959,"gpt":0.4607175860661231,"spread":0.09720634868582712,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005185414,0.0004728691,0.0005752603,0.002246381,0.001601606,0.003586856,0.001718494,0.001337936,0.001402061],"category_scores_gemma":[0.004735084,0.0004083058,0.001709174,0.002137055,0.001250376,0.006520046,0.00551258,0.001774255,0.0005248096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002210706,"about_ca_system_score_gemma":0.005406495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01012842,"about_ca_topic_score_gemma":0.007984142,"domain_scores_codex":[0.9965963,0.0007912932,0.0007458627,0.000441282,0.001186113,0.0002391116],"domain_scores_gemma":[0.9976813,0.0004567044,0.0002965968,0.0007585692,0.0006410195,0.0001657205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002766447,0.0007659383,0.007220435,0.00119371,0.0002521671,0.001413274,0.005137728,0.03166063,0.03076125,0.5886279,0.01813687,0.3145535],"study_design_scores_gemma":[0.0002339467,0.0002944634,0.00558169,0.0008080215,0.0003759839,0.001840456,0.004036335,0.2537389,0.03193276,0.1331097,0.5677786,0.0002690368],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0206073,0.0003509778,0.96175,0.001765974,0.0001352758,0.0006408276,0.0008803947,0.002994104,0.01087513],"genre_scores_gemma":[0.1487624,0.0006233598,0.8400836,0.0005861231,0.00004433672,0.0004011479,0.004097718,0.0003197827,0.005081405],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01012842,"threshold_uncertainty_score":0.02742338,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387507843","doi":"10.1504/ijmso.2023.10059687","title":"Preprocessing of RDF data for METIS partitioning","year":2023,"lang":"en","type":"article","venue":"International Journal of Metadata Semantics and Ontologies","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Metis; RDF; Computer science; Preprocessor; Linked data; Information retrieval; Natural language processing; Artificial intelligence; Database; Semantic Web","authors":[{"name":"Siham Benhamed","is_ca":false},{"name":"Safia Nait Bahloul","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1230885955244494,"gpt":0.3737011982068909,"spread":0.2506126026824415,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002200801,0.001207052,0.001070271,0.005159046,0.001520241,0.003106594,0.001186141,0.0006560995,0.00926354],"category_scores_gemma":[0.009612729,0.000569938,0.001735947,0.004466509,0.0007578553,0.002615422,0.002086014,0.001928774,0.006177745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001636426,"about_ca_system_score_gemma":0.002806693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00621668,"about_ca_topic_score_gemma":0.006654133,"domain_scores_codex":[0.9969165,0.0005490399,0.0003793517,0.0006779758,0.001245082,0.000232012],"domain_scores_gemma":[0.9950995,0.001292648,0.0002183079,0.001639056,0.001627875,0.000122665],"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":[0.0008293201,0.0004705532,0.007752095,0.00277428,0.0003359549,0.002161484,0.002892529,0.03144544,0.1081076,0.0761898,0.1562214,0.6108196],"study_design_scores_gemma":[0.0001251321,0.0001514219,0.01174556,0.0005729821,0.0001471461,0.001144334,0.00440032,0.118594,0.176678,0.06929138,0.6169711,0.0001785833],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03380854,0.0007286945,0.7827656,0.001642884,0.000585312,0.004993395,0.09929048,0.03699264,0.03919245],"genre_scores_gemma":[0.1222881,0.0007090627,0.6485721,0.0004506497,0.0001303429,0.003039904,0.2120906,0.004987595,0.007731627],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00926354,"threshold_uncertainty_score":0.03098965,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}