{"meta":{"query_hash":"7ebf3d7ee32c","filters":{"venue":"THE LIGHT Journal of Librarianship and Information Science"},"cohort_total":3,"direct_labels_cover":1,"predictions_cover":3,"exported":3,"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/7ebf3d7ee32c","api":"https://metacan.xera.ac/api/v1/cohort?venue=THE+LIGHT+Journal+of+Librarianship+and+Information+Science"},"results":[{"id":"W4312832133","doi":"10.20414/light.v2i1.5116","title":"Revitalasi Layanan Sirkulasi Perpustakaan Perguruan Tinggi","year":2022,"lang":"en","type":"article","venue":"THE LIGHT Journal of Librarianship and Information Science","topic":"Educational Methods and Media Use","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":"Encana (Canada)","funders":"","keywords":"Visitor pattern; Circulation (fluid dynamics); Service (business); Library circulation; Automation; Computer science; Collection development; Center (category theory); World Wide Web; Data collection; Library science; Library automation; Multimedia; Engineering; Business; Mathematics; Statistics; Marketing","score_opus":0.021330546436893943,"score_gpt":0.2589846248693548,"score_spread":0.23765407843246086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312832133","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":[0.5691174,0.0015993154,0.08030998,0.27134818,0.007856977,0.0005663138,0.000010088475,0.00010679292,0.06908496],"genre_scores_gemma":[0.9495457,0.000092540286,0.045214813,0.004762736,0.00019084715,0.0000061924175,7.009249e-7,0.000003614084,0.00018284994],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982109,0.00016354375,0.00045601005,0.00009245848,0.0008758546,0.00020121649],"domain_scores_gemma":[0.9986093,0.00020436558,0.0004977825,0.0002906137,0.0002215414,0.00017640232],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0043082885,0.000080744925,0.00012105167,0.00037282766,0.0009256567,0.0006867674,0.0017174098,0.0000150532815,0.00003450429],"category_scores_gemma":[0.0005108251,0.00005114737,0.000049706945,0.001312012,0.00016010708,0.014825246,0.00039432396,0.0003128816,0.0000056045965],"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":[0.0000144018495,0.000033949258,0.0014748495,0.00001525603,0.000008201,0.0000031165607,0.029309282,0.00009822504,0.0008796213,0.9064643,0.0032026665,0.05849617],"study_design_scores_gemma":[0.00052579696,0.0003940049,0.021161502,0.000042951615,0.000015294943,0.0011472548,0.009450651,0.00434421,0.0024375094,0.017701935,0.9425291,0.0002497778],"about_ca_topic_score_codex":0.0000014691683,"about_ca_topic_score_gemma":6.895149e-8,"teacher_disagreement_score":0.93932647,"about_ca_system_score_codex":0.000045370387,"about_ca_system_score_gemma":0.000798136,"threshold_uncertainty_score":0.9989539},"labels":[],"label_agreement":null},{"id":"W4312995043","doi":"10.20414/light.v1i1.4352","title":"Manajemen Perpustakaan Sekolah (Studi pada Perpustakaan Ceria SMA N 1 Rejang Lebong)","year":2021,"lang":"en","type":"article","venue":"THE LIGHT Journal of Librarianship and Information Science","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"SMA*; Chemistry; Library science; Psychology; Computer science","score_opus":0.027228324449446263,"score_gpt":0.2702104056233365,"score_spread":0.24298208117389022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312995043","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":[0.4193894,0.0025979746,0.20879416,0.2767954,0.008743338,0.0005294102,0.0000073712763,0.00011724074,0.08302571],"genre_scores_gemma":[0.8283063,0.00062310044,0.16311914,0.0067453682,0.0005394871,0.0000055258774,0.0000021218698,0.000008527607,0.0006503927],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99787194,0.00017744418,0.0006328361,0.00015503015,0.0008575142,0.0003052255],"domain_scores_gemma":[0.9978106,0.00026380515,0.0005124204,0.00044385463,0.00068987056,0.00027944896],"candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0030837082,0.00013303821,0.00019972847,0.0002968975,0.00058116805,0.0013849478,0.001339512,0.000044987926,0.000027428841],"category_scores_gemma":[0.0007603057,0.000084741514,0.00006969472,0.0014456003,0.00022633825,0.018420747,0.00032572026,0.00029461196,0.000010943894],"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":[0.000019738942,0.000057497225,0.0027051505,0.00004881879,0.00003459565,0.000020728929,0.03868967,0.000032609714,0.0038164202,0.854893,0.0041751787,0.09550658],"study_design_scores_gemma":[0.0014021298,0.00026861113,0.1263919,0.00024786402,0.00005837266,0.0019932075,0.022081643,0.004383607,0.03577827,0.030579474,0.77619827,0.0006166611],"about_ca_topic_score_codex":0.0000028363938,"about_ca_topic_score_gemma":8.216751e-7,"teacher_disagreement_score":0.8243135,"about_ca_system_score_codex":0.000047425052,"about_ca_system_score_gemma":0.0014705841,"threshold_uncertainty_score":0.99965173},"labels":[],"label_agreement":null},{"id":"W4313118920","doi":"10.20414/light.v2i1.4914","title":"Identifying and Mapping Study of the Information Professional in Library with Scientometric Analysis","year":2022,"lang":"en","type":"article","venue":"THE LIGHT Journal of Librarianship and Information Science","topic":"Blockchain Technology in Education and Learning","field":"Computer 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":"Badan Riset dan Inovasi Nasional","keywords":"Theme (computing); Digital library; Quarter (Canadian coin); The Internet; Library science; Psychology; Computer science; World Wide Web; Geography","score_opus":0.01585043951901023,"score_gpt":0.24566459544800662,"score_spread":0.2298141559289964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313118920","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":[0.9843729,0.000058345417,0.006835393,0.0074903457,0.00027487485,0.00016619064,4.876288e-7,0.0000123112995,0.0007891628],"genre_scores_gemma":[0.9983977,0.000008093638,0.001098178,0.00046881574,0.000006189715,0.000005026246,2.2049228e-7,8.8432705e-7,0.000014891599],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983805,0.00015634249,0.0004887261,0.00006662832,0.0007872337,0.00012060075],"domain_scores_gemma":[0.99876523,0.00010046489,0.00077431154,0.00022354015,0.00009447744,0.000041973315],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0025612195,0.000057702953,0.00011693398,0.0035855693,0.0007459473,0.00046941708,0.0013301637,0.000015974347,0.000010997729],"category_scores_gemma":[0.000124619,0.000030639945,0.000021580146,0.017110258,0.00018317634,0.021067558,0.0006723856,0.00036375935,3.0250428e-7],"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":[0.000037314632,0.0001509644,0.61502683,0.00003197542,0.00006544895,0.0000010317584,0.2484189,0.0036567545,0.0000891875,0.108659275,0.00015431378,0.023707986],"study_design_scores_gemma":[0.00059268763,0.00018674196,0.9139328,0.000031313644,0.000022813256,0.00008388305,0.06727664,0.013871972,0.00024751906,0.00097189046,0.0026973342,0.000084411455],"about_ca_topic_score_codex":0.00000295938,"about_ca_topic_score_gemma":3.2775898e-7,"teacher_disagreement_score":0.29890594,"about_ca_system_score_codex":0.000020140467,"about_ca_system_score_gemma":0.00032524212,"threshold_uncertainty_score":0.9926243},"labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"agree"}]}