{"meta":{"query_hash":"7bb729d820e8","filters":{"venue":"Siti Hasmah Digital Library-MMU Institutiona Repository (Multimedia University)"},"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/7bb729d820e8","api":"https://metacan.xera.ac/api/v1/cohort?venue=Siti+Hasmah+Digital+Library-MMU+Institutiona+Repository+%28Multimedia+University%29"},"results":[{"id":"W6990622973","doi":"","title":"Dr. Ervina wins gold at EUROINVENT 2016","year":2016,"lang":"en","type":"other","venue":"Siti Hasmah Digital Library-MMU Institutiona Repository (Multimedia University)","topic":"Electronic Packaging and Soldering Technologies","field":"Engineering","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":"Exhibition; Gold medal; Soldering; Creativity; Competition (biology); Medal; Industrial Revolution","score_opus":0.005736345189362811,"score_gpt":0.1583612171021858,"score_spread":0.15262487191282298,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6990622973","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009785,0.001658022,0.000584652,0.00021776733,0.0015153313,0.00035146272,0.0009689268,0.008497167,0.9852282],"genre_scores_gemma":[0.01797364,0.0011171073,0.0005404255,0.000024415975,0.0005034586,0.0000052797786,0.0004783092,0.00045781015,0.97889954],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979619,0.000033058524,0.00029741114,0.0006570546,0.00033631653,0.0007142574],"domain_scores_gemma":[0.99862254,0.000079226076,0.00015512771,0.00085686886,0.000023657376,0.0002625607],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000023366698,0.00066658406,0.0005028351,0.0008781311,0.00021206183,0.00018306814,0.000998891,0.0008845117,0.0003248726],"category_scores_gemma":[0.000022023352,0.00066537474,0.00028157173,0.00036288088,0.00064302236,0.0012218312,0.00058427354,0.00064087514,0.001493823],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030726726,0.0000829319,0.0005332047,0.00019274047,0.00039369793,0.0011700932,0.000030216463,0.00015556987,0.00069656473,0.0058504133,0.988161,0.0027028343],"study_design_scores_gemma":[0.00070461986,0.000045673514,0.00004157572,0.0007266833,0.0000541771,0.00008781934,0.000020225865,0.00031560945,0.0032354621,0.00011167199,0.9938189,0.00083762273],"about_ca_topic_score_codex":0.000016590435,"about_ca_topic_score_gemma":0.000008070135,"teacher_disagreement_score":0.016995138,"about_ca_system_score_codex":0.0006317661,"about_ca_system_score_gemma":0.00032092948,"threshold_uncertainty_score":0.9995797},"labels":[],"label_agreement":null},{"id":"W6996714368","doi":"","title":"The Study Of Competency Model In A Labour Intensive Organization: A Case Study In Alam Flora Sdn Bhd","year":2006,"lang":"en","type":"dissertation","venue":"Siti Hasmah Digital Library-MMU Institutiona Repository (Multimedia University)","topic":"Plant Stress Responses and Tolerance","field":"Agricultural and Biological Sciences","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":"Compensation (psychology); Quarter (Canadian coin); Career development; Flora (microbiology); Closing (real estate); On-the-job training; Financial compensation","score_opus":0.008723885346506146,"score_gpt":0.1826591074459466,"score_spread":0.17393522209944046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6996714368","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":[0.99241287,0.00010835941,9.080897e-7,0.000050512168,0.00031230474,0.0011387978,0.00059600925,0.00007393344,0.0053062895],"genre_scores_gemma":[0.9908842,0.00003213128,0.00001772001,0.000011325459,0.000085935884,0.000008506989,0.0016320721,0.0000054603574,0.007322645],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9979991,0.00017006819,0.00057104405,0.0005671727,0.00038623708,0.00030642617],"domain_scores_gemma":[0.9987585,0.00032553202,0.0003495191,0.00016501176,0.00030399262,0.00009744469],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000048676506,0.00036020673,0.0004609239,0.00020007117,0.0005186507,0.00024377197,0.00057705166,0.00022247309,0.000012168405],"category_scores_gemma":[0.00007749075,0.00019562551,0.000097360244,0.0014840675,0.00014186902,0.0012954365,0.00016494036,0.00039426616,0.0000055717055],"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":[0.003332773,0.010811102,0.87171453,0.00014185588,0.00034241972,0.075413495,0.009374765,0.013699157,0.0025099071,0.0021703322,0.00036272674,0.010126941],"study_design_scores_gemma":[0.00567531,0.0015947374,0.7649324,0.00072670437,0.00016427666,0.0007560875,0.21068683,0.008551913,0.0009019867,0.00015644592,0.00410033,0.0017529565],"about_ca_topic_score_codex":0.002314663,"about_ca_topic_score_gemma":0.012113872,"teacher_disagreement_score":0.20131207,"about_ca_system_score_codex":0.00010796635,"about_ca_system_score_gemma":0.0002816457,"threshold_uncertainty_score":0.79773766},"labels":[],"label_agreement":null},{"id":"W7036216265","doi":"","title":"Book of Abstract Conference Proceeding DIFCON 2021: Digital Futures International Congress","year":2021,"lang":"en","type":"other","venue":"Siti Hasmah Digital Library-MMU Institutiona Repository (Multimedia University)","topic":"Transboundary Water Resource Management","field":"Social Sciences","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":"Futures contract; Foundation (evidence); Futures studies; Digital ecosystem","score_opus":0.010641014887698495,"score_gpt":0.20713058964649883,"score_spread":0.19648957475880033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7036216265","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009766589,0.0007680058,0.0001095819,0.00040552384,0.0028055978,0.0005768568,0.001489661,0.00032999262,0.9925381],"genre_scores_gemma":[0.12678775,0.00025425828,0.00020204842,0.000046602745,0.0012231427,0.0000044587705,0.0020929552,0.00012464562,0.8692641],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974338,0.000050365164,0.00041412015,0.0007208739,0.00093554065,0.00044530013],"domain_scores_gemma":[0.998638,0.0000855485,0.0004790548,0.0003335082,0.00015811757,0.0003058256],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000047389698,0.00044628466,0.0004809208,0.0007632463,0.00046869263,0.0014156685,0.0012175466,0.00039298856,0.0060092653],"category_scores_gemma":[0.00004689926,0.00051702315,0.00030261435,0.0004404493,0.0017842798,0.0033376522,0.00043284945,0.0003739302,0.00007539943],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040271974,0.0016868656,0.024980318,0.0009437705,0.0030470314,0.0049961302,0.006582786,0.00013054148,0.00030506385,0.10803225,0.83496064,0.013931905],"study_design_scores_gemma":[0.0006573724,0.000024564995,0.00021769908,0.00074437715,0.0000566413,0.000008910207,0.0026553394,0.000020975283,0.00027693427,0.000044430126,0.99477404,0.0005187028],"about_ca_topic_score_codex":0.0002674213,"about_ca_topic_score_gemma":0.00004450313,"teacher_disagreement_score":0.15981343,"about_ca_system_score_codex":0.00022029775,"about_ca_system_score_gemma":0.0011397117,"threshold_uncertainty_score":0.99972814},"labels":[],"label_agreement":null},{"id":"W7057512399","doi":"","title":"Join Christians, Jews in tackling hatred","year":2020,"lang":"en","type":"article","venue":"Siti Hasmah Digital Library-MMU Institutiona Repository (Multimedia University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","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":"Nucleofection; TSG101; Pretext; Hyporeflexia; Gestational period; Liquation; Subpoena; Diafiltration","score_opus":0.009247501511192528,"score_gpt":0.17861668755646037,"score_spread":0.16936918604526785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7057512399","genre_codex":"other","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":[0.1496516,0.00007761148,0.0011162636,0.0021718275,0.00026558558,0.00060767814,0.00042066886,0.00022583155,0.8454629],"genre_scores_gemma":[0.981779,0.0000071961204,0.0008246353,0.00010531228,0.00040987515,0.000004855724,0.0006317295,0.000022018072,0.016215404],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99822885,0.00006819836,0.00035715234,0.0005504245,0.000375496,0.00041985963],"domain_scores_gemma":[0.9990275,0.00010748077,0.00011802008,0.000276812,0.000053932294,0.00041627846],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003281805,0.00027357455,0.0002839529,0.00031653515,0.00026475528,0.00033923812,0.0005274575,0.00008814442,0.007860965],"category_scores_gemma":[0.000025388033,0.0003142183,0.00016793645,0.0008405786,0.0002775546,0.0010529619,0.00042440236,0.0003755278,0.00027172183],"study_design_candidate":"not_applicable","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":[0.0014401048,0.00240719,0.5875906,0.00032630167,0.0005029992,0.005225246,0.0025473542,0.002043109,0.015556246,0.09154042,0.059733707,0.23108672],"study_design_scores_gemma":[0.00320025,0.00014301199,0.0067256587,0.000117366006,0.00002997262,0.0000052983055,0.0016178061,0.013155099,0.0058695897,0.000095413074,0.968348,0.0006924978],"about_ca_topic_score_codex":0.00020691758,"about_ca_topic_score_gemma":0.000005606589,"teacher_disagreement_score":0.90861434,"about_ca_system_score_codex":0.000035448928,"about_ca_system_score_gemma":0.0005793806,"threshold_uncertainty_score":0.999931},"labels":[],"label_agreement":null},{"id":"W7058161726","doi":"","title":"Modified multilook cross correlation technique for doppler centroid estimation in SAR image signal processing","year":2012,"lang":"en","type":"dissertation","venue":"Siti Hasmah Digital Library-MMU Institutiona Repository (Multimedia University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","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":"Diafiltration; Radar tracker; Point (geometry); Articular cartilage damage; Tubulopathy; Filter (signal processing)","score_opus":0.00825659827383665,"score_gpt":0.22927121568718087,"score_spread":0.22101461741334422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7058161726","genre_codex":"other","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":[0.09120526,0.00016309088,0.113629326,0.00008893974,0.0009714445,0.006775769,0.0022759167,0.00039254976,0.7844977],"genre_scores_gemma":[0.9038879,0.0000033919202,0.007816649,0.0000061657724,0.00035815994,0.000098464254,0.024834216,0.000066616776,0.06292841],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975798,0.000059835398,0.00060751266,0.0006719008,0.0005019599,0.00057897536],"domain_scores_gemma":[0.99853104,0.0001759507,0.00047356475,0.00029667997,0.0002720726,0.0002506982],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000960894,0.0004960228,0.00041305853,0.0008061078,0.00054654584,0.0006002062,0.00046555977,0.00036179635,0.0020156377],"category_scores_gemma":[0.000022019416,0.00058382645,0.0002505604,0.0005320203,0.00024090719,0.0024592099,0.00013306318,0.00055524334,0.000049745817],"study_design_candidate":"design_other","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":[0.009596985,0.007968784,0.12611711,0.004333958,0.0008454878,0.0005253236,0.0041952557,0.021035144,0.0780548,0.0461024,0.010844792,0.69038],"study_design_scores_gemma":[0.020794408,0.0006153303,0.06414288,0.0036204976,0.0006681536,0.000041405106,0.004772816,0.57691073,0.14077841,0.0018069589,0.17958176,0.0062666386],"about_ca_topic_score_codex":0.00014974295,"about_ca_topic_score_gemma":0.0000100690495,"teacher_disagreement_score":0.8126827,"about_ca_system_score_codex":0.00014171148,"about_ca_system_score_gemma":0.0011128692,"threshold_uncertainty_score":0.9996613},"labels":[],"label_agreement":null}]}