{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":1,"predictions_cover":4,"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":"3b72d24182ec","filters":{"venue":"Gyankosh- The Journal of Library and Information Management"}},"results":[{"id":"W2616895443","doi":"10.5958/2249-3182.2016.00008.3","title":"Greening libraries: India vs International Scenario","year":2016,"lang":"en","type":"article","venue":"Gyankosh- The Journal of Library and Information Management","topic":"Library Science and Administration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Shastri Indo-Canadian Institute","funders":"","keywords":"Greening; Library science; Business; Geography; Political science; Computer science; Law","authors":[{"name":"Reshma Rana","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01089133013185615,"gpt":0.2303980169192549,"spread":0.2195066867873988,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004675894,0.0002484403,0.0001435213,0.001547062,0.002999876,0.006247792,0.000571551,0.001418237,0.01011229],"category_scores_gemma":[0.0006750787,0.0001469117,0.000246676,0.004351903,0.001304008,0.003738816,0.002720813,0.001841424,0.001994463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003786997,"about_ca_system_score_gemma":0.004218922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009122796,"about_ca_topic_score_gemma":0.01184751,"domain_scores_codex":[0.999111,0.0001768547,0.00003406592,0.000086514,0.0001740036,0.0004175908],"domain_scores_gemma":[0.9991676,0.0001464534,0.0001565572,0.00004846333,0.000184715,0.0002962483],"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":[0.0002720603,0.0003201183,0.03511212,0.0008210869,0.00002675845,0.009317449,0.00986442,0.001328407,0.002117822,0.7556757,0.07488576,0.1102583],"study_design_scores_gemma":[0.00003465858,0.0002069027,0.06252933,0.0007955396,0.00007967434,0.01107821,0.06608117,0.001509575,0.002877085,0.03717687,0.8174865,0.0001444161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2082396,0.009711347,0.0017858,0.07007241,0.0006403968,0.00006525646,0.0008552862,0.0002740928,0.7083557],"genre_scores_gemma":[0.9461537,0.009764158,0.0008767425,0.004750477,0.0002628084,0.0000308596,0.0003223855,0.00004151627,0.03779743],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01011229,"threshold_uncertainty_score":0.03382897,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2302222014","doi":"","title":"Integrating human resource management (hrm) into library and information science curriculum of bangladesh","year":2010,"lang":"en","type":"article","venue":"Gyankosh- The Journal of Library and Information Management","topic":"Library Science and Information Literacy","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":"Curriculum; Human resource management; Bachelor; Context (archaeology); Human resources; Library science; Knowledge management; Performance appraisal; Engineering; Management; Political science; Sociology; Pedagogy; Computer science; Geography","authors":[{"name":"Nafiz Zaman Shuva","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004183293477260912,"gpt":0.230367156021305,"spread":0.2261838625440441,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006933768,0.0001440325,0.0001339569,0.0005703769,0.001091911,0.001490354,0.0003047117,0.0003066048,0.008561657],"category_scores_gemma":[0.001510523,0.0001118439,0.00008631277,0.00110985,0.0003149111,0.0005910982,0.001133518,0.0004243169,0.001164605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003454572,"about_ca_system_score_gemma":0.008800454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0129742,"about_ca_topic_score_gemma":0.02723302,"domain_scores_codex":[0.9995789,0.0001121687,0.00003913712,0.00004431262,0.0001024513,0.000123048],"domain_scores_gemma":[0.998884,0.0001739904,0.0001311953,0.00003423207,0.0002120718,0.0005644294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001780803,0.001280002,0.2100044,0.001743594,0.00001471522,0.001203361,0.03621506,0.0008007925,0.01850611,0.01773296,0.01556732,0.6967536],"study_design_scores_gemma":[0.00004180734,0.0009665003,0.6318678,0.0008278102,0.00001709384,0.000569482,0.04541796,0.0004537215,0.003589413,0.002513079,0.3136929,0.00004247964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8808483,0.00147218,0.001236703,0.006277632,0.00008485013,0.0002409949,0.0003994494,0.00006179021,0.1093781],"genre_scores_gemma":[0.9647816,0.001838293,0.002717125,0.0007514381,0.00003081287,0.0001558759,0.0002716021,0.00001132983,0.029442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0129742,"threshold_uncertainty_score":0.02864164,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2279046372","doi":"","title":"An Introduction to Library School Accreditation in North America and the American Library Association Office of Accreditation","year":2010,"lang":"en","type":"article","venue":"Gyankosh- The Journal of Library and Information Management","topic":"Library Science and Information Literacy","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":"Accreditation; Credential; Medical education; Quality (philosophy); Work (physics); Certification and Accreditation; Political science; Public relations; Medicine; Engineering; Law","authors":[{"name":"Gabriel Cadena Gómez","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003186198912092652,"gpt":0.2226907555846967,"spread":0.219504556672604,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006755255,0.0009018574,0.0005330759,0.004483325,0.004648873,0.005625313,0.001641858,0.00588502,0.04259524],"category_scores_gemma":[0.008821609,0.0007408406,0.0005785443,0.00675874,0.004016314,0.007542164,0.003129821,0.006519153,0.01502702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007403024,"about_ca_system_score_gemma":0.01704395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05668858,"about_ca_topic_score_gemma":0.1154782,"domain_scores_codex":[0.9933441,0.001387735,0.0006356118,0.0005170729,0.003550411,0.0005649912],"domain_scores_gemma":[0.9891761,0.003538378,0.001055353,0.0003536374,0.004632625,0.001243787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007417741,0.00007544301,0.0005439838,0.0001310965,0.000003000917,0.00006452853,0.0002899645,0.00007098612,0.0001295643,0.01572976,0.9295868,0.0533675],"study_design_scores_gemma":[0.000001972661,0.00001129719,0.001766144,0.0001933729,0.000001076152,0.00006616861,0.0002837894,0.00004029728,0.0000215315,0.001727095,0.9958754,0.00001194961],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.001958109,0.1515461,0.01128601,0.2656659,0.1019637,0.00047277,0.001885499,0.001275428,0.4639464],"genre_scores_gemma":[0.02677304,0.1491008,0.02728275,0.1287443,0.04026694,0.001160686,0.004045218,0.001067945,0.6215584],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05668858,"threshold_uncertainty_score":0.1424953,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3207720485","doi":"10.5958/2249-3182.2020.00010.6","title":"A space-time investigation into the progress of doctoral research in library and information science (LIS) in India","year":2020,"lang":"en","type":"article","venue":"Gyankosh- The Journal of Library and Information Management","topic":"ICT in Developing Communities","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":"Shastri Indo-Canadian Institute","funders":"","keywords":"Library science; Space (punctuation); Information science; Data science; Computer science","authors":[{"name":"Reshma Rana Verma","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02747768182881155,"gpt":0.2538518395856318,"spread":0.2263741577568202,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.001047426,0.000174432,0.0002006136,0.007884506,0.001030907,0.003003625,0.0005153526,0.0002742459,0.003138025],"category_scores_gemma":[0.003837899,0.0001879345,0.0004526351,0.01464017,0.0009930634,0.001727526,0.002220635,0.0005699006,0.0008234559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002181135,"about_ca_system_score_gemma":0.002472644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03668339,"about_ca_topic_score_gemma":0.05448389,"domain_scores_codex":[0.9987651,0.0002008882,0.0001193643,0.0001603907,0.0003382741,0.0004159065],"domain_scores_gemma":[0.9956328,0.001100453,0.001390048,0.0002032819,0.001041071,0.0006322982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003088915,0.00005787007,0.835245,0.0005448992,0.0001039455,0.0007944832,0.04629477,0.001503008,0.001158142,0.01719131,0.007680512,0.08911707],"study_design_scores_gemma":[0.000002461838,0.00006518994,0.9557333,0.00007617167,0.0000246018,0.0002612227,0.02052128,0.0003405499,0.0002755005,0.0004717231,0.02220179,0.00002619705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9665318,0.00297124,0.0007516298,0.001356205,0.00007208146,0.00002468564,0.004035508,0.00007394496,0.02418289],"genre_scores_gemma":[0.9939374,0.001549846,0.0003258972,0.00005874148,0.00004872079,0.00001180183,0.00133489,0.0000185052,0.002714191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9921155,"threshold_uncertainty_score":0.07293969,"prediction_status":"machine_predicted_unvalidated"},"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"}]}