{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"5c6ac16f0c76","filters":{"venue":"Knowledge based platform (Open University Malaysia)"}},"results":[{"id":"W2248531306","doi":"","title":"A Study On Learner Readiness For MobileLearning At Open University Malaysia","year":2009,"lang":"en","type":"article","venue":"Knowledge based platform (Open University Malaysia)","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":84,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Open University Malaysia","keywords":"Mobile phone; Quarter (Canadian coin); Preparedness; Medical education; Open university; Psychology; Distance education; Pedagogy; Medicine; Engineering; Geography; Political science","authors":[{"name":"Zoraini Wati Abas","is_ca":false},{"name":"Chng Loi Peng","is_ca":false},{"name":"Norziati Mansor","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04753327144759421,"gpt":0.2957593956113311,"spread":0.2482261241637369,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002016707,0.00021798,0.0003153957,0.000909988,0.001605998,0.001677718,0.000382677,0.0005151805,0.0024897],"category_scores_gemma":[0.00531148,0.0002623664,0.0003895298,0.0006227149,0.00050262,0.001198231,0.001093637,0.001295274,0.0006095036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006213908,"about_ca_system_score_gemma":0.001358653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003899087,"about_ca_topic_score_gemma":0.005909649,"domain_scores_codex":[0.9991998,0.0003120509,0.00005725567,0.00005171169,0.0001689176,0.0002101903],"domain_scores_gemma":[0.996731,0.0009483325,0.0005622961,0.0001051397,0.0005761475,0.001077087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002069539,0.002115784,0.7110421,0.000223649,0.00002578113,0.001503417,0.2430147,0.0001133731,0.003543615,0.0004775839,0.0006922189,0.0370408],"study_design_scores_gemma":[0.0000148269,0.003239031,0.5950342,0.0001753164,0.00002652471,0.00125484,0.3925203,0.000265958,0.001420175,0.0001155077,0.00587903,0.00005425664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991245,0.00003213452,0.00003810803,0.00005633006,0.000002329905,0.00001840322,0.00001627379,0.000001398953,0.0007104632],"genre_scores_gemma":[0.9983401,0.0001758549,0.0001424616,0.00007512064,0.000004581244,0.00003510002,0.0000292383,0.000001705516,0.001195828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003899087,"threshold_uncertainty_score":0.01066548,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7045584475","doi":"","title":"Asynchronous electronic discussion group: Analysis of postings and perception of in-service teachers","year":2007,"lang":"en","type":"article","venue":"Knowledge based platform (Open University Malaysia)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","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":"Coursework; Asynchronous communication; Perception; Online discussion; Quarter (Canadian coin); Discussion board; Electronic learning; Computer-mediated communication; Asynchronous learning","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01177325461906799,"gpt":0.2545521204794463,"spread":0.2427788658603783,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003248871,0.0002655911,0.0003375751,0.001739736,0.0008764096,0.00120027,0.0004986778,0.0005653132,0.003232537],"category_scores_gemma":[0.02257402,0.0001766727,0.0002723706,0.001032398,0.0005394004,0.001083751,0.00115067,0.0007165867,0.0007144977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005033015,"about_ca_system_score_gemma":0.0005169597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007504306,"about_ca_topic_score_gemma":0.0009862267,"domain_scores_codex":[0.9966894,0.001614714,0.0002819299,0.0002464798,0.0007382968,0.0004291126],"domain_scores_gemma":[0.9710769,0.01666796,0.005971077,0.0008099633,0.003573266,0.001900813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001204328,0.001526353,0.6432006,0.0004435086,0.00006926848,0.001217082,0.2416042,0.0001323244,0.01263493,0.0002134067,0.001198719,0.09655521],"study_design_scores_gemma":[0.00001988147,0.001406171,0.8027027,0.00006041102,0.00002361695,0.0004405014,0.1892091,0.0003246023,0.002119738,0.00009578657,0.003560292,0.00003710447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986774,0.00002529146,0.0002770983,0.00005132559,0.000006831837,0.00004718618,0.0000496334,0.000008994389,0.0008563754],"genre_scores_gemma":[0.997772,0.00006037358,0.0005876822,0.00003476011,0.00001842908,0.0001088751,0.0001057257,0.000008088988,0.001304038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003248871,"threshold_uncertainty_score":0.01718187,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2610977768","doi":"","title":"Lifelong learning : Malaysian perspective","year":2005,"lang":"en","type":"article","venue":"Knowledge based platform (Open University Malaysia)","topic":"Education and Vocational Training","field":"Social 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":"","keywords":"Lifelong learning; Employability; Higher education; Witness; Economic growth; Population; Political science; Workforce; Public relations; Sociology; Pedagogy; Economics; Law; Demography","authors":[{"name":"Syed Othman Syed Abdullah","is_ca":false},{"name":"Harvinder Kaur","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06651129112284376,"gpt":0.3521957536767255,"spread":0.2856844625538817,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00175312,0.000488344,0.0002878082,0.00138663,0.002131543,0.006429467,0.0006097549,0.003604112,0.00421598],"category_scores_gemma":[0.001842629,0.0001451175,0.0001485025,0.001388968,0.005129982,0.008525423,0.002175325,0.004205939,0.001055621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005952474,"about_ca_system_score_gemma":0.006022345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006527455,"about_ca_topic_score_gemma":0.01202868,"domain_scores_codex":[0.9986766,0.0006554331,0.0000687997,0.0001314991,0.000238421,0.000229148],"domain_scores_gemma":[0.9980056,0.000555498,0.0002358448,0.00005023343,0.0003427726,0.000810127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005703577,0.0001575296,0.004551045,0.002031852,0.00002686095,0.001056253,0.01573897,0.000585509,0.0003157681,0.655989,0.1168685,0.2026217],"study_design_scores_gemma":[0.000007471403,0.0001486017,0.007493915,0.00607555,0.00001361574,0.001439121,0.01798699,0.0003678036,0.0002057075,0.07066836,0.8955521,0.00004074289],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01092265,0.3580727,0.001068231,0.4483948,0.003379549,0.00001934239,0.000114256,0.00003142171,0.177997],"genre_scores_gemma":[0.4201588,0.4641132,0.001373339,0.06713719,0.005568938,0.00005740627,0.00007562813,0.00002631604,0.0414891],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006527455,"threshold_uncertainty_score":0.04318845,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2246913205","doi":"","title":"Implications for ID practice of Instructional Designers' Cultural Identities","year":2009,"lang":"en","type":"article","venue":"Knowledge based platform (Open University Malaysia)","topic":"E-Learning and Knowledge Management","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":"University of Saskatchewan; University of Alberta","funders":"","keywords":"Sociocultural evolution; Sociology; Instructional design; Narrative; Engineering ethics; Public relations; Knowledge management; Pedagogy; Computer science; Engineering; Political science; Anthropology","authors":[{"name":"Katy Campbell","is_ca":true},{"name":"Richard A. Schwier","is_ca":true},{"name":"Heather Kanuka","is_ca":true},{"name":"Abtar Kaur","is_ca":false},{"name":"Okhwa Lee","is_ca":false},{"name":"Zoraini Wati Abas","is_ca":false},{"name":"Rozinah Jamaludin","is_ca":false},{"name":"Zehra Özdilek","is_ca":false},{"name":"Siew Mee Barton","is_ca":false},{"name":"Denis Berthiaume","is_ca":false},{"name":"Moketsi Sesemane","is_ca":false},{"name":"Meifeng Lui","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03879322034819702,"gpt":0.2911171369096711,"spread":0.252323916561474,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1280565,0.001051269,0.001051189,0.004112067,0.0170062,0.02820502,0.00375258,0.005006807,0.009820254],"category_scores_gemma":[0.1535531,0.0009179841,0.0007556378,0.003439653,0.04720256,0.02366385,0.02332552,0.009190002,0.001719193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02044516,"about_ca_system_score_gemma":0.03742091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005517983,"about_ca_topic_score_gemma":0.004824918,"domain_scores_codex":[0.865877,0.1119056,0.005061402,0.004748733,0.008675035,0.003732161],"domain_scores_gemma":[0.7516913,0.1987192,0.008670439,0.01067949,0.0177951,0.0124445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000854996,0.0001652417,0.007170119,0.0009739692,0.00002347038,0.0005722714,0.6015512,0.0003211603,0.0003032271,0.3092195,0.01693557,0.06267869],"study_design_scores_gemma":[0.0000573562,0.00005397014,0.001226366,0.003654202,0.00002653264,0.0006308578,0.7319898,0.0005242969,0.0007224513,0.1161048,0.1449664,0.00004291731],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1076585,0.01670366,0.09367507,0.5038356,0.004592934,0.001006503,0.0001926167,0.0005116087,0.2718235],"genre_scores_gemma":[0.9217883,0.006354678,0.03013921,0.02666594,0.00033054,0.001164827,0.00005626889,0.0001806973,0.01331957],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1280565,"threshold_uncertainty_score":0.6772355,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7018627313","doi":"","title":"Documents Organisation Strategies of Open University Malaysia (OUM) Postgraduate Students","year":2018,"lang":"en","type":"article","venue":"Knowledge based platform (Open University Malaysia)","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Diafiltration; Dysgeusia; Liquation; Emperipolesis; Triacetin; Demotion","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1981744197951972,"gpt":0.4165056195325604,"spread":0.2183311997373632,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001023055,0.0001713069,0.000236202,0.0008555175,0.0008600393,0.003413324,0.0003376265,0.0005288301,0.003200507],"category_scores_gemma":[0.005304888,0.0001387696,0.0001745074,0.0006894075,0.0004075941,0.0007589397,0.0009037641,0.000599283,0.001183319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007384366,"about_ca_system_score_gemma":0.001251826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00269301,"about_ca_topic_score_gemma":0.004729848,"domain_scores_codex":[0.9991523,0.0002176207,0.00005866725,0.00008476362,0.0002600025,0.0002266269],"domain_scores_gemma":[0.9949735,0.0009681961,0.001268837,0.0001304947,0.000749085,0.001909682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002657095,0.002236344,0.8346671,0.0001279325,0.00002783565,0.000449206,0.04646308,0.0002003601,0.003928849,0.0009257721,0.001460054,0.1092478],"study_design_scores_gemma":[0.00002249809,0.00198507,0.850596,0.0001175136,0.00003670822,0.0007000298,0.1307537,0.001017801,0.00231049,0.000705719,0.01169796,0.00005660189],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985117,0.00008284001,0.00005238194,0.00008268412,0.000002691401,0.000007041749,0.00001406391,0.000001983829,0.001244546],"genre_scores_gemma":[0.9968725,0.0001297822,0.0001380816,0.00004998506,0.000003798468,0.000007237472,0.00002246382,0.000001706563,0.002774436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003413324,"threshold_uncertainty_score":0.01070672,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}