{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"f0b34e36b545","filters":{"venue":"Journal of Information Technology and Digital World"}},"results":[{"id":"W4405850275","doi":"10.36548/jitdw.2024.4.002","title":"Increasing Clustering Efficiency with QRDSO and WAC-HACK: A Hybrid Optimization Framework in Software Testing","year":2024,"lang":"en","type":"article","venue":"Journal of Information Technology and Digital World","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"PotashCorp (Canada)","funders":"","keywords":"Cluster analysis; Software testing; Computer science; Software; Artificial intelligence; Programming language","authors":[{"name":"Kalyan Gattupalli","is_ca":true},{"name":"Haris Khalid M","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007112434363687047,"gpt":0.2208105928789628,"spread":0.2136981585152757,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001967239,0.0006203543,0.00109422,0.001280533,0.0006143276,0.0008486192,0.001517574,0.0009571575,0.001055014],"category_scores_gemma":[0.004683818,0.0003896741,0.0006304745,0.001424282,0.001271208,0.001497138,0.001723987,0.0008910864,0.0002143818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001169877,"about_ca_system_score_gemma":0.001512587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003962944,"about_ca_topic_score_gemma":0.004253276,"domain_scores_codex":[0.9987664,0.0004757255,0.00007780706,0.0001825148,0.0003930956,0.0001044611],"domain_scores_gemma":[0.9982731,0.000860211,0.0001515394,0.0002085357,0.0004118487,0.0000946934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001157928,0.0001211073,0.002656419,0.0001206936,0.0000716434,0.00005490801,0.0001119331,0.7557165,0.006672097,0.03517398,0.001699419,0.1974856],"study_design_scores_gemma":[0.000006982945,0.00002353321,0.0001540395,0.000002573938,0.000003400283,0.00001022113,0.000008800515,0.9944689,0.0008186243,0.004228532,0.0002685212,0.000005737117],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01973314,0.0001564812,0.9784718,0.0001801914,0.00002625957,0.00004458446,0.00002314982,0.0004841115,0.0008802991],"genre_scores_gemma":[0.5638651,0.0001288494,0.4338776,0.0001892563,0.00003218289,0.0001741248,0.0001452264,0.000179084,0.001408563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003962944,"threshold_uncertainty_score":0.01040387,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4395054700","doi":"10.36548/jitdw.2024.1.007","title":"KAM-PaY: Closed Wallet with SQL-Technology and Biometric Authentication","year":2024,"lang":"en","type":"article","venue":"Journal of Information Technology and Digital World","topic":"Big Data and Business Intelligence","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":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Biometrics; Authentication (law); Computer science; Computer security; SQL injection; Business; World Wide Web; Query by Example; Search engine","authors":[{"name":"M. Pallikonda Rajasekaran","is_ca":true},{"name":"Vetri Venthan C","is_ca":true},{"name":"Prem Kumar G","is_ca":true},{"name":"M Ragesh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01339965827940735,"gpt":0.2366581243245171,"spread":0.2232584660451098,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001889493,0.000718913,0.0008910431,0.001893197,0.0008155672,0.004645154,0.002646907,0.00125458,0.01431898],"category_scores_gemma":[0.004383756,0.0005954544,0.0005625831,0.002044824,0.0009665295,0.005733863,0.003876856,0.001526252,0.007408128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004995576,"about_ca_system_score_gemma":0.001159461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008959374,"about_ca_topic_score_gemma":0.000574941,"domain_scores_codex":[0.9961434,0.0005624628,0.0004776683,0.0004305264,0.001857768,0.000528266],"domain_scores_gemma":[0.9976128,0.0003594491,0.0003064838,0.0008357227,0.0006280614,0.0002574783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.008658648,0.001590904,0.01651925,0.001150115,0.000278621,0.003545279,0.002017157,0.002634206,0.119803,0.1191067,0.09705013,0.627646],"study_design_scores_gemma":[0.0009923863,0.003151865,0.01979132,0.0005935362,0.0003988768,0.01105804,0.001196261,0.1131118,0.3567898,0.04244192,0.4496103,0.0008638648],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.124468,0.002157076,0.7224685,0.001070978,0.000865764,0.00193678,0.002807584,0.07834624,0.06587899],"genre_scores_gemma":[0.744862,0.001259797,0.1622526,0.001233718,0.0002917551,0.0009566354,0.006544749,0.002642974,0.07995565],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01431898,"threshold_uncertainty_score":0.04790175,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}