{"meta":{"query_hash":"99de907f2e6c","filters":{"venue":"Journal of Cases on Information Technology"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/99de907f2e6c","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Cases+on+Information+Technology"},"results":[{"id":"W2026136988","doi":"10.4018/jcit.2009072101","title":"The Ontological Stance for a Manufacturing Scenario","year":2009,"lang":"en","type":"article","venue":"Journal of Cases on Information Technology","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Ontology; Computer science; Software engineering; Process ontology; Ontology-based data integration; Terminology; Upper ontology; Semantic integration; Inference; Software; Software deployment; Process (computing); Suggested Upper Merged Ontology; Ontology alignment; Information retrieval; Artificial intelligence; Semantic Web; Programming language; Semantic Web Stack; Linguistics; Domain knowledge","score_opus":0.015044253014225326,"score_gpt":0.2634570525882637,"score_spread":0.24841279957403836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026136988","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.033477146,0.0015207054,0.64847714,0.04502961,0.00048957544,0.00017347708,0.0003363603,0.00028874888,0.2702072],"genre_scores_gemma":[0.689098,0.001218579,0.28677687,0.004564669,0.00029956092,0.0002876993,0.00053226383,0.00010530541,0.017117033],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99528545,0.002338044,0.00030997145,0.00045706207,0.0012799213,0.00032944756],"domain_scores_gemma":[0.99805224,0.0008969688,0.00016764448,0.00033418043,0.00032234355,0.00022673603],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005231094,0.0005054672,0.0004938104,0.002113146,0.004450847,0.006532741,0.0016302041,0.0048602116,0.0041827564],"category_scores_gemma":[0.005149461,0.00046492912,0.0012294557,0.0017285008,0.010803875,0.011440008,0.0051843068,0.0056819725,0.0010353442],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004541885,0.00000665492,0.000055730263,0.000009668429,0.0000017693836,0.0000788415,0.00080455036,0.00031345838,0.00018656862,0.9964981,0.00044960357,0.0015904595],"study_design_scores_gemma":[0.000008984078,0.0000121594585,0.00015148609,0.00006233719,0.000009233223,0.00020295916,0.0020123841,0.0044288356,0.00039691041,0.9398536,0.05284734,0.000013813678],"about_ca_topic_score_codex":0.0057719736,"about_ca_topic_score_gemma":0.0049464013,"teacher_disagreement_score":0.006532741,"about_ca_system_score_codex":0.0035733315,"about_ca_system_score_gemma":0.003359288,"threshold_uncertainty_score":0.027665019},"labels":[],"label_agreement":null},{"id":"W2097789142","doi":"10.4018/jcit.2005070101","title":"Social Construction of Information Technology Supporting Work","year":2005,"lang":"en","type":"article","venue":"Journal of Cases on Information Technology","topic":"Information Technology Governance and Strategy","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Opposition (politics); Procurement; Information system; Information technology; Business; Public relations; Engineering; Operations management; Political science; Marketing; Law; Politics","score_opus":0.0075955538266284876,"score_gpt":0.23499823604963058,"score_spread":0.22740268222300208,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097789142","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35466024,0.001057724,0.018898804,0.014978302,0.00029186235,0.00018443973,0.00007858718,0.00009729862,0.6097528],"genre_scores_gemma":[0.99469525,0.00017922603,0.00096963823,0.00014270052,0.000047580652,0.000048490925,0.000028632003,0.000021825746,0.003866683],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.98011786,0.013987083,0.00040798163,0.0012672886,0.0021745577,0.0020452377],"domain_scores_gemma":[0.9873174,0.0065053687,0.0013889777,0.0014454576,0.00084648834,0.0024963242],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0075390944,0.0005971686,0.0004341847,0.0070826965,0.020850532,0.015219035,0.0017600367,0.0029117672,0.010999057],"category_scores_gemma":[0.013874227,0.0004195757,0.00047932737,0.0044053383,0.060104787,0.0077362005,0.014646861,0.0024546783,0.00068088353],"study_design_candidate":"qualitative","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":[0.000027735685,0.00009998803,0.004618699,0.00006256786,0.000018877961,0.000618724,0.16963632,0.00036483136,0.00029432907,0.8085572,0.0018389638,0.013861715],"study_design_scores_gemma":[0.00005677949,0.000092918,0.0059383535,0.00023100011,0.000023030776,0.0005984126,0.24948454,0.0016661433,0.00034168104,0.5705579,0.17096566,0.000043612552],"about_ca_topic_score_codex":0.0055784546,"about_ca_topic_score_gemma":0.0047092484,"teacher_disagreement_score":0.97914946,"about_ca_system_score_codex":0.008320415,"about_ca_system_score_gemma":0.0058543854,"threshold_uncertainty_score":0.060369134},"labels":[],"label_agreement":null},{"id":"W2965256246","doi":"10.4018/jcit.2019100103","title":"Internet of Things (IOT)-Enabled Product Monitoring at Steadyserv","year":2019,"lang":"en","type":"article","venue":"Journal of Cases on Information Technology","topic":"RFID technology advancements","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Fredericton; University of New Brunswick","funders":"","keywords":"Internet of Things; Vendor; Radio-frequency identification; Cloud computing; Software deployment; Product (mathematics); Supply chain; Computer science; Identification (biology); Business; Telecommunications; Process management; Marketing; Computer security; Software engineering","score_opus":0.007829620563654703,"score_gpt":0.22239305366892465,"score_spread":0.21456343310526993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2965256246","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9625124,0.00018689115,0.008016377,0.0032471982,0.000049420825,0.00019753838,0.0001664211,0.00003289858,0.025590742],"genre_scores_gemma":[0.98729044,0.00015531441,0.0021842278,0.00062797806,0.000007755063,0.00010956085,0.00005059136,0.000025629311,0.009548576],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9969773,0.0018177656,0.0000648681,0.00022193069,0.00044698504,0.00047108665],"domain_scores_gemma":[0.9961881,0.0026131645,0.0002319511,0.00015281081,0.00035647518,0.0004575294],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031683121,0.00027933315,0.00038560564,0.00080878194,0.0055027334,0.0031108267,0.00129548,0.0018353,0.007370938],"category_scores_gemma":[0.0044860286,0.00035817176,0.00028234103,0.0011234034,0.0059769326,0.0033676687,0.003053022,0.0016167022,0.00068309176],"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":[0.0001569936,0.00048736058,0.010334209,0.00037947646,0.000010866911,0.0069719064,0.90442693,0.000601382,0.004909067,0.03910887,0.004282436,0.028330427],"study_design_scores_gemma":[0.000009508237,0.00015736834,0.0023297318,0.00018854115,0.0000062593012,0.00085257384,0.95474607,0.0006459096,0.0017756722,0.0021195814,0.037147924,0.000020893249],"about_ca_topic_score_codex":0.007135475,"about_ca_topic_score_gemma":0.013675238,"teacher_disagreement_score":0.007370938,"about_ca_system_score_codex":0.0043501738,"about_ca_system_score_gemma":0.0032668903,"threshold_uncertainty_score":0.031562865},"labels":[],"label_agreement":null},{"id":"W2988609057","doi":"10.4018/jcit.2020010105","title":"Factors to Consider When Designing Multimedia CBL Tools in Health Professional Programs","year":2019,"lang":"en","type":"article","venue":"Journal of Cases on Information Technology","topic":"Athletic Training and Education","field":"Health Professions","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":"Acadia University","funders":"","keywords":"Multimedia; Context (archaeology); Constructivist teaching methods; Computer science; Knowledge management; Teaching method; Psychology; Mathematics education","score_opus":0.14423508124154055,"score_gpt":0.4462954940250462,"score_spread":0.30206041278350565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2988609057","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66210896,0.0026332187,0.22990139,0.012960873,0.00023693805,0.015278804,0.00022519375,0.001047041,0.075607635],"genre_scores_gemma":[0.6840958,0.0011091603,0.3057118,0.0008122977,0.000049723094,0.0045596594,0.000091151494,0.00015780311,0.003412499],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9623483,0.02966789,0.00179947,0.0008622357,0.0037579718,0.0015640494],"domain_scores_gemma":[0.9049476,0.08193344,0.0034253376,0.0020131846,0.005393129,0.0022873345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.051785287,0.0006859694,0.0005870826,0.0027626888,0.0034904128,0.010551071,0.0020400826,0.0019096223,0.0056667556],"category_scores_gemma":[0.107495695,0.0008795714,0.00051421253,0.0015330608,0.0024775795,0.0057446365,0.003406217,0.001624281,0.0011855231],"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":[0.0006157757,0.0035066225,0.040176224,0.0056423317,0.00009852082,0.0028706929,0.16192691,0.0062807384,0.018982282,0.014136244,0.0063903597,0.7393733],"study_design_scores_gemma":[0.0005576209,0.0047757565,0.08433441,0.012096177,0.000536578,0.0038775967,0.45631588,0.017228974,0.048390318,0.04240476,0.32886782,0.00061410916],"about_ca_topic_score_codex":0.002077307,"about_ca_topic_score_gemma":0.0056350725,"teacher_disagreement_score":0.051785287,"about_ca_system_score_codex":0.0037586978,"about_ca_system_score_gemma":0.007985596,"threshold_uncertainty_score":0.27387005},"labels":[],"label_agreement":null},{"id":"W3121385022","doi":"10.4018/jcit.2019010102","title":"Understanding a Revolutionary and Flawed Grand Experiment in Blockchain","year":2018,"lang":"en","type":"article","venue":"Journal of Cases on Information Technology","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":342,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Cryptocurrency; Blockchain; Smart contract; Immutability; Computer security; Hacker; Database transaction; Business; Engineering; Commerce; Computer science","score_opus":0.02794384801593586,"score_gpt":0.26229203879276286,"score_spread":0.234348190776827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3121385022","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.110459946,0.0038059503,0.17452976,0.18230096,0.0015747364,0.00029329758,0.0004159049,0.00080478616,0.5258146],"genre_scores_gemma":[0.9263321,0.0014179117,0.025089156,0.008419223,0.0003370308,0.00035143955,0.00014887885,0.00040340208,0.037500776],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99314684,0.0035860676,0.00016159026,0.0009659703,0.0010554539,0.0010839789],"domain_scores_gemma":[0.9914649,0.0048183557,0.00049293396,0.0016057364,0.000911994,0.0007060326],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011329826,0.0006493404,0.0005860427,0.0010420504,0.0062194234,0.009681858,0.001924136,0.008956267,0.011890011],"category_scores_gemma":[0.021429019,0.0005390165,0.000709549,0.0008517177,0.023223205,0.025880005,0.006645761,0.008306103,0.00194559],"study_design_candidate":"qualitative","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":[0.00002092532,0.000009612643,0.0001779553,0.000012565919,0.0000024861674,0.000098920544,0.001242941,0.00059021846,0.00010328141,0.99428844,0.0019469159,0.0015057031],"study_design_scores_gemma":[0.000034343306,0.000021303997,0.00013168587,0.000070766495,0.0000052992887,0.000102945305,0.0010226115,0.0038274308,0.00031488735,0.94461095,0.049836926,0.000020945527],"about_ca_topic_score_codex":0.0073529826,"about_ca_topic_score_gemma":0.0062473333,"teacher_disagreement_score":0.011890011,"about_ca_system_score_codex":0.0052080043,"about_ca_system_score_gemma":0.004385598,"threshold_uncertainty_score":0.059918582},"labels":[],"label_agreement":null},{"id":"W4231441671","doi":"10.4018/jcit.2005010108","title":"Development of KABISA","year":2005,"lang":"en","type":"article","venue":"Journal of Cases on Information Technology","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Pfizer (Canada)","funders":"","keywords":"TUTOR; Computer science; Value (mathematics); Computation; Development (topology); Mathematics education; Logical conjunction; Software engineering; Programming language; Mathematics","score_opus":0.012823855498493266,"score_gpt":0.2689970535013819,"score_spread":0.2561731980028887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231441671","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07472489,0.0010972223,0.4431119,0.0036471954,0.0017293332,0.00436994,0.0059187487,0.09209473,0.373306],"genre_scores_gemma":[0.14456722,0.0013226738,0.6378865,0.0013532295,0.00022051019,0.0036016928,0.014349988,0.022150118,0.17454812],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99620444,0.00077112915,0.00039193867,0.0007231698,0.0015307914,0.00037860524],"domain_scores_gemma":[0.9890943,0.0017912479,0.000398482,0.0018900105,0.005342968,0.0014829622],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004076552,0.00092934904,0.00061936566,0.0031971706,0.0013775916,0.004688609,0.003189906,0.0008770507,0.041755546],"category_scores_gemma":[0.018203221,0.0011935431,0.0010502762,0.0016583793,0.0012546452,0.0046371114,0.0060644303,0.0027465299,0.04436819],"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":[0.0007967923,0.00084220857,0.007113923,0.0010702626,0.000075229415,0.0007684795,0.007791756,0.0019268099,0.015024279,0.06930675,0.122630164,0.77265334],"study_design_scores_gemma":[0.000094995536,0.00026688643,0.0032438599,0.00039916177,0.00006801734,0.0010497894,0.0017294489,0.0048570298,0.009167279,0.01251226,0.9665159,0.00009543467],"about_ca_topic_score_codex":0.002336356,"about_ca_topic_score_gemma":0.0022008105,"teacher_disagreement_score":0.041755546,"about_ca_system_score_codex":0.0017494021,"about_ca_system_score_gemma":0.006312121,"threshold_uncertainty_score":0.13968623},"labels":[],"label_agreement":null}]}