{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":1,"predictions_cover":7,"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":"3dbc873c1d5f","filters":{"venue":"Technical Services Quarterly"}},"results":[{"id":"W2047208965","doi":"10.1080/07317131.2015.998464","title":"Education for Technical Services Librarians: Courses Taught at Accredited Library and Information Science Degree Programs","year":2015,"lang":"en","type":"article","venue":"Technical Services Quarterly","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Accreditation; Syllabus; Curriculum; Library science; Cataloging; Collection development; Medical education; Subject (documents); Information science; Political science; Computer science; Sociology; Pedagogy; Medicine","authors":[{"name":"Barbara Albee","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02039412239184361,"gpt":0.2885262755279422,"spread":0.2681321531360986,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001982085,0.00008994115,0.0001091629,0.001913672,0.001390082,0.00193206,0.0004422579,0.0003729942,0.005162713],"category_scores_gemma":[0.01416948,0.0001332616,0.00007352666,0.001723219,0.0005281458,0.001148091,0.001204407,0.0003690268,0.0005293689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001831181,"about_ca_system_score_gemma":0.004543889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02772585,"about_ca_topic_score_gemma":0.08642992,"domain_scores_codex":[0.9986903,0.0004137581,0.00007857131,0.0001010545,0.0004406066,0.000275724],"domain_scores_gemma":[0.986515,0.004584103,0.003706257,0.0004324524,0.002536967,0.00222528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002858567,0.0003096554,0.9065643,0.0001057312,0.000006815207,0.0002366903,0.01914444,0.0000367705,0.001076135,0.0007677389,0.002777694,0.06894545],"study_design_scores_gemma":[0.000003995785,0.0000954729,0.9430259,0.00009110765,0.000008124565,0.0002699379,0.0414135,0.0001620064,0.0006532937,0.00009749577,0.01417412,0.000004984687],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920369,0.0001440106,0.00009061449,0.0008689709,0.000005506658,0.00001666009,0.00008119641,0.000009051918,0.006746972],"genre_scores_gemma":[0.9974723,0.0002387209,0.0002122337,0.000270516,0.0000112025,0.00001226706,0.00008467374,0.000003691233,0.001694291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02772585,"threshold_uncertainty_score":0.05512893,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2616269008","doi":"10.1300/j124v25n01_01","title":"Learning Objects: An Expedition from Archival Collection to Online Collaboration","year":2007,"lang":"en","type":"article","venue":"Technical Services Quarterly","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of British Columbia","funders":"","keywords":"Metadata; Object (grammar); Curriculum; Learning object; Library science; Settlement (finance); World Wide Web; Computer science; Immigration; History; Sociology; Archaeology; Artificial intelligence; Pedagogy","authors":[{"name":"Liu Shu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009846830779418187,"gpt":0.2924330489895672,"spread":0.282586218210149,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01254551,0.0003387024,0.0004025399,0.008428529,0.01037282,0.01199812,0.001925755,0.0007962775,0.003956926],"category_scores_gemma":[0.01209724,0.0005454001,0.0003326274,0.01553708,0.0085738,0.008095288,0.01104233,0.002010829,0.0007686027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008988325,"about_ca_system_score_gemma":0.01731989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1412797,"about_ca_topic_score_gemma":0.2565632,"domain_scores_codex":[0.9949378,0.001763302,0.0004073222,0.0004509796,0.002080539,0.0003600922],"domain_scores_gemma":[0.9841913,0.004834217,0.0008280408,0.005318917,0.003506508,0.001320947],"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":[0.0001980583,0.0003106552,0.02247388,0.0007538251,0.00002715943,0.001385913,0.3834641,0.0007312211,0.00566286,0.05282485,0.01876707,0.5134003],"study_design_scores_gemma":[0.00005582195,0.0001648964,0.03340617,0.001003662,0.00004411851,0.0011385,0.1883028,0.001560802,0.009994485,0.01216768,0.7520289,0.0001320166],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6459655,0.004893341,0.1386975,0.009366117,0.0006962744,0.003818239,0.00373343,0.002900665,0.189929],"genre_scores_gemma":[0.6968526,0.003758725,0.2453606,0.0007127139,0.0002349658,0.001181208,0.002846718,0.001436101,0.04761637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1412797,"threshold_uncertainty_score":0.2809148,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406030334","doi":"10.1080/07317131.2024.2432091","title":"Report of the Competencies and Education for a Career in Cataloging Interest Group, Core Virtual Interest Group Week, March 2024","year":2025,"lang":"en","type":"article","venue":"Technical Services Quarterly","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":"Interest group; Cataloging; Core (optical fiber); Group (periodic table); Core competency; Psychology; Computer science; Political science; World Wide Web; Management; Telecommunications; Economics; Physics","authors":[{"name":"Marina Morgan","is_ca":false},{"name":"Sofia Slutskaya","is_ca":false},{"name":"Juliya Borie","is_ca":true},{"name":"Elisa Sze","is_ca":true},{"name":"Anita Kazmierczak-Hoffman","is_ca":false},{"name":"Tonya Dority","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04179669605155995,"gpt":0.2526132715337272,"spread":0.2108165754821673,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004297994,0.0004724757,0.0002013114,0.001795535,0.003239697,0.002762279,0.001106904,0.003341244,0.05790138],"category_scores_gemma":[0.00748052,0.00045057,0.0003038157,0.001010184,0.0003114901,0.0008491178,0.002034255,0.00252912,0.02003115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004401778,"about_ca_system_score_gemma":0.03771336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1716206,"about_ca_topic_score_gemma":0.3128498,"domain_scores_codex":[0.9979274,0.000138687,0.000077369,0.0000647501,0.001214826,0.0005769287],"domain_scores_gemma":[0.9894812,0.0004652897,0.0003334159,0.0001491535,0.004656619,0.004914253],"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":[0.00007241075,0.0002291214,0.00388887,0.00003295108,0.000002722273,0.00008576033,0.0001128293,0.00008931613,0.0001869692,0.000507554,0.9842427,0.01054884],"study_design_scores_gemma":[0.00004696396,0.00009328878,0.05593543,0.00007427359,0.000005271251,0.0000531358,0.001128812,0.000150366,0.0005466189,0.000219755,0.9417195,0.00002656457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05488946,0.001618754,0.001976626,0.1280354,0.0174933,0.004063772,0.1307516,0.0008337701,0.6603373],"genre_scores_gemma":[0.04412034,0.001038075,0.002978241,0.01481404,0.001463236,0.001842275,0.04293137,0.0002150321,0.8905975],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1716206,"threshold_uncertainty_score":0.3412433,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402576693","doi":"10.1080/07317131.2024.2394914","title":"A Case Study in Migrating Open Orders","year":2024,"lang":"en","type":"article","venue":"Technical Services Quarterly","topic":"Migration and Labor Dynamics","field":"Social 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":"Concordia University","funders":"","keywords":"Computer science","authors":[{"name":"Larry Deck","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02559014445737067,"gpt":0.3703434855804608,"spread":0.3447533411230901,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002611901,0.000679919,0.0003232035,0.001296466,0.01424674,0.003137546,0.002316661,0.004682783,0.008065069],"category_scores_gemma":[0.00975768,0.0003908135,0.0005231934,0.002093164,0.003258352,0.002972837,0.003762569,0.003003919,0.001269475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003851644,"about_ca_system_score_gemma":0.003470902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04102115,"about_ca_topic_score_gemma":0.07683414,"domain_scores_codex":[0.9966922,0.001822172,0.000175368,0.0002969744,0.0003961558,0.0006171241],"domain_scores_gemma":[0.9948088,0.002413892,0.0004479953,0.0005461288,0.0005923664,0.001190743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003447583,0.00232376,0.07385764,0.0005892231,0.00005132568,0.2382672,0.4995651,0.006432613,0.004046239,0.04707913,0.03685734,0.09058564],"study_design_scores_gemma":[0.00005181059,0.0004830653,0.02345088,0.0005233126,0.00004119858,0.03309538,0.6877773,0.006471364,0.003133973,0.008950707,0.2359134,0.0001076182],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.920177,0.0003941121,0.009078932,0.01152327,0.0002867853,0.0003751079,0.0004221312,0.0002002684,0.05754233],"genre_scores_gemma":[0.9580991,0.0005854739,0.01300659,0.001956242,0.0001020605,0.0002099553,0.0003185635,0.0001388993,0.02558305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04102115,"threshold_uncertainty_score":0.08156472,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410905778","doi":"10.1080/07317131.2025.2512287","title":"Digital preservation coalition","year":2025,"lang":"en","type":"article","venue":"Technical Services Quarterly","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":"Library and Archives Canada","funders":"","keywords":"Computer science; Internet privacy; Political science; Computer security","authors":[{"name":"Lilly Hoi Sze Ho","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01170172536777239,"gpt":0.2133244606037897,"spread":0.2016227352360173,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001867064,0.0005235646,0.0003247843,0.00237884,0.002924067,0.006624597,0.001291451,0.00173785,0.4297918],"category_scores_gemma":[0.007462384,0.0003192812,0.0003182898,0.003330268,0.000439123,0.00324998,0.003508718,0.002423969,0.2724698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002497548,"about_ca_system_score_gemma":0.008787715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02032735,"about_ca_topic_score_gemma":0.03095885,"domain_scores_codex":[0.9984535,0.0001334288,0.00006187511,0.0001830705,0.0009311331,0.0002369458],"domain_scores_gemma":[0.9954631,0.0003686578,0.0001388539,0.0005310325,0.001978141,0.001520333],"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":[0.00001181908,0.00001901814,0.0001091414,0.00002331665,9.579858e-7,0.00001696727,0.0000491621,0.0000100836,0.00005322042,0.005627145,0.9690723,0.02500673],"study_design_scores_gemma":[0.000002641996,0.00000125804,0.0001190803,0.00001285548,4.197582e-7,0.00001164227,0.0000275769,0.000008516121,0.00002963562,0.0002663636,0.9995186,0.00000155949],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006736663,0.0006168924,0.0008831175,0.00647424,0.001060604,0.0001223549,0.01538616,0.002801819,0.9719812],"genre_scores_gemma":[0.005999444,0.001168989,0.002680489,0.004641158,0.0002515925,0.0001821553,0.03139311,0.002568153,0.9511149],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9933754,"threshold_uncertainty_score":0.8133328,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416807619","doi":"10.1080/07317131.2025.2597602","title":"Library and Archives Canada","year":2025,"lang":"en","type":"article","venue":"Technical Services Quarterly","topic":"Library Science and Administration","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":"Government (linguistics); National library; National archives; Archival science; Canadian studies","authors":[{"name":"Gregory K. Tharp","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004972462269707856,"gpt":0.2392858874550882,"spread":0.2343134251853803,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00294739,0.0009807004,0.00122124,0.003769167,0.01766346,0.02007505,0.002657963,0.0054884,0.3024644],"category_scores_gemma":[0.01634677,0.0009695565,0.0007110511,0.01002195,0.00305464,0.004410823,0.004070188,0.004750184,0.09959912],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08222141,"about_ca_system_score_gemma":0.3280841,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9593279,"about_ca_topic_score_gemma":0.9736111,"domain_scores_codex":[0.9892378,0.0004528721,0.0004240183,0.001168961,0.006439585,0.002276695],"domain_scores_gemma":[0.9679595,0.001329391,0.0004802163,0.001197777,0.02332059,0.005712425],"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":[0.00001874591,0.00001146388,0.0003937729,0.0001087868,0.000005490821,0.00007429545,0.0001586969,0.00004298509,0.00005614178,0.02727554,0.9505453,0.02130879],"study_design_scores_gemma":[0.000003464488,0.000002156375,0.0006593018,0.00006996479,0.00000281576,0.00002320967,0.0001854203,0.00002866252,0.00002804372,0.000631723,0.9983542,0.00001107741],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007458598,0.006132231,0.0005446227,0.04668551,0.003817932,0.0001438452,0.0166388,0.0007821733,0.924509],"genre_scores_gemma":[0.007366324,0.003511814,0.0006618166,0.00773884,0.000276719,0.00005229427,0.003085768,0.0002292624,0.9770771],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.979925,"threshold_uncertainty_score":0.9949499,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3126529848","doi":"10.1080/07317131.2019.1691772","title":"Report of the ALCTS Electronic Resources Interest Group Meeting. American Library Association Annual Conference, Washington, DC, June 2019","year":2019,"lang":"en","type":"article","venue":"Technical Services Quarterly","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta; Alberta Library","funders":"","keywords":"Interest group; Association (psychology); Library science; Political science; Computer science; Psychology","authors":[{"name":"Abigail Sparling","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006266978053713654,"gpt":0.1876160112462165,"spread":0.1813490331925029,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003013545,0.0006315807,0.0004716044,0.002405398,0.002699486,0.005763418,0.001099135,0.003327508,0.1784615],"category_scores_gemma":[0.003474768,0.0004079391,0.0005840537,0.002205506,0.0004417641,0.002592195,0.00210706,0.001792789,0.09370544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002193778,"about_ca_system_score_gemma":0.008612099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04889647,"about_ca_topic_score_gemma":0.1628181,"domain_scores_codex":[0.9986286,0.0001450612,0.00006363032,0.00009081419,0.0008477153,0.0002240982],"domain_scores_gemma":[0.9968191,0.0002762804,0.0001342017,0.000103401,0.001966722,0.0007002173],"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":[0.00006035317,0.0000374602,0.000640867,0.00004450652,0.000002677838,0.00003780946,0.00003111981,0.00002093017,0.000136973,0.0001758572,0.9891745,0.009637017],"study_design_scores_gemma":[0.00001709576,0.00001778329,0.005583934,0.00008032802,0.00001337846,0.00002667239,0.0003600641,0.0001014253,0.0003207028,0.000148996,0.993317,0.00001247203],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01353351,0.01167756,0.002392759,0.1589495,0.08285794,0.0008886498,0.05571986,0.001046481,0.6729337],"genre_scores_gemma":[0.00767236,0.002082915,0.0006947455,0.005509699,0.002153992,0.0001724571,0.01120911,0.0001565757,0.9703482],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9942366,"threshold_uncertainty_score":0.5970132,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"agree"}]}