{"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":"e3ff0a97adc7","filters":{"venue":"International Journal of Multimedia and Ubiquitous Engineering"}},"results":[{"id":"W2103953844","doi":"10.14257/ijmue.2014.9.11.38","title":"Developing a Collaborative MOOC Learning Environment utilizing Video Sharing with Discussion Summarization as Added-Value","year":2014,"lang":"en","type":"article","venue":"International Journal of Multimedia and Ubiquitous Engineering","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"","keywords":"Automatic summarization; Computer science; Multimedia; Value (mathematics); Artificial intelligence; Machine learning","authors":[{"name":"Mohannad AlMousa","is_ca":true},{"name":"Jinan Fiaidhi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005302804215798048,"gpt":0.2340791194762873,"spread":0.2287763152604892,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003848339,0.0001456242,0.0001846595,0.0002400127,0.0000774355,0.0001990748,0.0004018139,0.00004937983,0.000003186909],"category_scores_gemma":[0.0002732208,0.00009342008,0.00003779447,0.0001324752,0.00001940661,0.0004525337,0.0001673506,0.0003076708,0.000003262234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001243699,"about_ca_system_score_gemma":0.00008233274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007811492,"about_ca_topic_score_gemma":9.858378e-7,"domain_scores_codex":[0.9988106,0.00003752549,0.0003153758,0.0001943158,0.0004769817,0.0001651437],"domain_scores_gemma":[0.9992262,0.0001479829,0.0002563047,0.00008585338,0.0001787924,0.0001049089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005302986,0.00004083857,0.006983655,0.00003256096,0.0002368202,0.0001028108,0.003838821,0.8380721,0.008343858,0.0127521,0.00001080535,0.1295326],"study_design_scores_gemma":[0.0006107714,0.0001669352,0.001534303,0.0004057931,0.00001621492,0.0001238652,0.0002079878,0.9906048,0.00179624,0.0002873531,0.004072246,0.0001734751],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0853385,0.00008645737,0.9115923,0.002413422,0.0003925746,0.00004968753,5.666269e-7,0.00005111103,0.00007536206],"genre_scores_gemma":[0.8646101,0.0001326424,0.1348082,0.0000472393,0.0003011341,0.000001675307,0.000003306415,0.00001496747,0.00008066972],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7792717,"threshold_uncertainty_score":0.380956,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3041769859","doi":"10.21742/ijmue.2020.15.1.04","title":"EOLO: Deep Machine Learning Algorithm for Embedded Object Segmentation that Only Looks Once","year":2020,"lang":"en","type":"article","venue":"International Journal of Multimedia and Ubiquitous Engineering","topic":"Advanced Neural Network Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"","keywords":"Segmentation; Computer science; Artificial intelligence; Task (project management); Embedding; Object (grammar); Function (biology); Pattern recognition (psychology); Machine learning; Computer vision; Algorithm","authors":[{"name":"Longfei Zeng","is_ca":true},{"name":"Sabah Mohammed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01448130270443332,"gpt":0.2585447202736232,"spread":0.2440634175691899,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001374761,0.000119538,0.0001472407,0.00009357146,0.00004243251,0.00009017665,0.0004293794,0.00003427002,0.000002849456],"category_scores_gemma":[0.0001160267,0.0001145845,0.00006844266,0.00008438373,0.00001272218,0.0004702686,0.00009867731,0.000237999,0.000001520094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004445264,"about_ca_system_score_gemma":0.00003316136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002091019,"about_ca_topic_score_gemma":0.000001143044,"domain_scores_codex":[0.9991167,0.00001813622,0.0002669044,0.0001637775,0.0002958159,0.0001386334],"domain_scores_gemma":[0.9991025,0.0003227123,0.0002156112,0.000059317,0.0001747307,0.000125124],"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":[0.00002941069,0.00002980322,0.0002744723,0.00001443918,0.0001199437,0.00004734073,0.002674052,0.1407703,0.02030263,0.0005792659,0.00005564621,0.8351027],"study_design_scores_gemma":[0.0007383121,0.0001090329,0.0001858215,0.00002840788,0.000009756654,0.0001582231,0.00003820215,0.9893072,0.007655692,0.0001252807,0.001532726,0.0001113619],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005233019,0.000373106,0.9922593,0.001415921,0.0005121865,0.0001244855,0.000005343666,0.0000624297,0.00001418681],"genre_scores_gemma":[0.3928866,0.0001767367,0.6061261,0.0003548669,0.0004047896,0.000009664017,0.000008959213,0.00001481421,0.00001740834],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8485369,"threshold_uncertainty_score":0.4672622,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}