{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"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":"1ea3e0f47afa","filters":{"venue":"NASIG Proceedings"}},"results":[{"id":"W4389639794","doi":"10.3998/nasig.4306","title":"Hybrid Vision Panel: Progress Not Perfection: DEI Work Within Information Organizations","year":2023,"lang":"en","type":"article","venue":"NASIG Proceedings","topic":"Library Science and Administration","field":"Social Sciences","cited_by":2,"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 British Columbia","funders":"","keywords":"Inclusion (mineral); Equity (law); Diversity (politics); Perfection; Demographics; Public relations; Indigenous; Work (physics); Political science; Sociology; Social science; Engineering; Law","authors":[{"name":"Kawanna Bright","is_ca":false},{"name":"Sarah Dupont","is_ca":true},{"name":"Maha Kumaran","is_ca":true},{"name":"Ilda Cardenas","is_ca":false},{"name":"Sonali Sugrim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02822279403478282,"gpt":0.2950298371143807,"spread":0.2668070430795979,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0318567,0.0005395606,0.000468663,0.001374812,0.01451072,0.02134251,0.002792577,0.01090981,0.03059762],"category_scores_gemma":[0.02649704,0.0005080117,0.0006241526,0.001410334,0.00570304,0.01528182,0.01476544,0.01641365,0.006580426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01004461,"about_ca_system_score_gemma":0.02486461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01026518,"about_ca_topic_score_gemma":0.02106841,"domain_scores_codex":[0.9830602,0.006547645,0.0004755248,0.001669928,0.005284501,0.002962223],"domain_scores_gemma":[0.9663789,0.008215759,0.0007402007,0.002046646,0.008942585,0.01367587],"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":[0.00002179398,0.00006659545,0.001007552,0.0001327684,0.000006453141,0.0001696542,0.004230948,0.00006436642,0.0003075876,0.04769046,0.8913175,0.05498425],"study_design_scores_gemma":[0.000009682201,0.00005144188,0.001230371,0.0002451063,0.000004759095,0.0001527008,0.01248836,0.0001876818,0.0003444521,0.0152935,0.9699528,0.0000391457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.006142315,0.002148378,0.003856982,0.8541577,0.02210054,0.0001149406,0.000158111,0.0003586661,0.1109624],"genre_scores_gemma":[0.1953515,0.004061135,0.01458082,0.4114363,0.009123362,0.0005239781,0.0008826963,0.0006951652,0.3633452],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0318567,"threshold_uncertainty_score":0.1684763,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412705131","doi":"10.3998/nasig.7752","title":"Maximizing Efficiency in Shared Print Programs: A DIY Approach to Overlap Analysis","year":2025,"lang":"en","type":"article","venue":"NASIG Proceedings","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Ontario Council of University Libraries; University of Toronto","funders":"","keywords":"Computer science","authors":[{"name":"Marlene van Ballegooie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01948856972962839,"gpt":0.2427160867989374,"spread":0.223227517069309,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0166032,0.001684169,0.002074825,0.01002387,0.002766859,0.007906756,0.00421745,0.001090289,0.004413483],"category_scores_gemma":[0.06903011,0.001108371,0.002066866,0.009876483,0.004101265,0.0104882,0.01182937,0.003092631,0.001475874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003192311,"about_ca_system_score_gemma":0.004705746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005245936,"about_ca_topic_score_gemma":0.005333963,"domain_scores_codex":[0.9774483,0.008250649,0.001451171,0.003962684,0.007547676,0.001339513],"domain_scores_gemma":[0.9471287,0.0259675,0.005144761,0.01429194,0.00644645,0.001020609],"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":[0.0008274814,0.0006052933,0.02379597,0.000735115,0.0003785149,0.0004231269,0.007711989,0.102981,0.01173418,0.217851,0.006987743,0.6259686],"study_design_scores_gemma":[0.00006545022,0.000258718,0.007688086,0.0001665147,0.0001281245,0.0004097119,0.003820136,0.6774058,0.03068744,0.2490289,0.0302018,0.0001394891],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01620453,0.0001316623,0.9784018,0.0003534883,0.00001815078,0.0001382229,0.0002483655,0.001286182,0.003217615],"genre_scores_gemma":[0.1754336,0.0001364785,0.8199819,0.0001302602,0.00006590259,0.0003113385,0.0006759691,0.0008326695,0.002431977],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9920933,"threshold_uncertainty_score":0.08780718,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404230625","doi":"10.3998/nasig.6733","title":"Metadata for Everyone: Identifying Metadata Quality Issues Across Cultures","year":2024,"lang":"en","type":"article","venue":"NASIG Proceedings","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Council of University Libraries; University of Toronto","funders":"","keywords":"Metadata; Meta Data Services; World Wide Web; Metadata repository; Geospatial metadata; Computer science; Database catalog; Data element; Quality (philosophy); Information retrieval","authors":[{"name":"Julie Shi","is_ca":true},{"name":"Dennis Donathan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1478028041162673,"gpt":0.3819531090440895,"spread":0.2341503049278222,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05704672,0.0004798775,0.001070596,0.01131697,0.01012763,0.01679133,0.001625265,0.001871742,0.002580021],"category_scores_gemma":[0.1683545,0.0005856401,0.0007589763,0.01583582,0.01483803,0.02601121,0.01760127,0.002757706,0.0003206395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01045522,"about_ca_system_score_gemma":0.01055215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02717555,"about_ca_topic_score_gemma":0.03053379,"domain_scores_codex":[0.9534138,0.02569194,0.005716735,0.003304392,0.009053086,0.00281985],"domain_scores_gemma":[0.8371092,0.07658417,0.02401857,0.02480006,0.03430797,0.00317996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001369086,0.00008753926,0.2151195,0.0005226851,0.0000978776,0.0002624685,0.6095243,0.0001700902,0.001159683,0.08272344,0.001332475,0.08886299],"study_design_scores_gemma":[0.00001165082,0.0001083728,0.0567227,0.001273229,0.0001380759,0.0003018553,0.8847768,0.0007163291,0.002656351,0.0344557,0.01874825,0.00009061585],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9173406,0.003008023,0.02537927,0.008309295,0.0001428542,0.0005187515,0.0005877457,0.0000689377,0.04464463],"genre_scores_gemma":[0.9879126,0.0007152313,0.009264609,0.0005461739,0.00003469427,0.0002462008,0.0001526392,0.00004478589,0.001082968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05704672,"threshold_uncertainty_score":0.3016955,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412705212","doi":"10.3998/nasig.7753","title":"Transforming Library Data Analytics into Strategic Insights with ChatGPT","year":2025,"lang":"en","type":"article","venue":"NASIG Proceedings","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Ontario Council of University Libraries; University of Toronto","funders":"","keywords":"Data science; Analytics; Computer science; Data analysis; Knowledge management; Business; Data mining","authors":[{"name":"Marlene van Ballegooie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03419841630535841,"gpt":0.2371768452414484,"spread":0.20297842893609,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01122075,0.0009890288,0.0005565361,0.003910367,0.002101486,0.009057567,0.002369791,0.001211202,0.008849822],"category_scores_gemma":[0.05352367,0.00051271,0.0007550331,0.005129612,0.002943858,0.009823708,0.0127442,0.002547232,0.003530209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001773458,"about_ca_system_score_gemma":0.0028893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003168603,"about_ca_topic_score_gemma":0.006891024,"domain_scores_codex":[0.9902339,0.006814525,0.0003241923,0.0007576187,0.001381908,0.0004878868],"domain_scores_gemma":[0.936893,0.04522162,0.001841216,0.01091095,0.003479302,0.001653787],"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":[0.0009603095,0.0004101959,0.01191169,0.002058471,0.0002012546,0.002134101,0.07587738,0.01180316,0.01092945,0.1038031,0.08355044,0.6963605],"study_design_scores_gemma":[0.0002056668,0.0003872646,0.008164786,0.001620116,0.0001438774,0.001060767,0.0392526,0.08083261,0.01535639,0.2734327,0.5792217,0.0003214844],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1108431,0.00189925,0.7291468,0.01888392,0.0008615607,0.0009953843,0.005830954,0.03426859,0.09727043],"genre_scores_gemma":[0.4804191,0.001129737,0.4906637,0.002408014,0.0006058572,0.00117807,0.004862907,0.002596883,0.01613575],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9909424,"threshold_uncertainty_score":0.05934173,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}