{"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":"d5619bb80ae7","filters":{"venue":"Advanced technologies and societal change"}},"results":[{"id":"W4382795963","doi":"10.1007/978-981-99-3157-6_11","title":"Learning Evaluation for Intelligence","year":2023,"lang":"en","type":"book-chapter","venue":"Advanced technologies and societal change","topic":"Machine Learning and Data Classification","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Popularity; Quarter (Canadian coin); Field (mathematics); Artificial intelligence; Computer science; Data science; Psychology; History; Mathematics","authors":[{"name":"Jyotismita Talukdar","is_ca":false},{"name":"Thipendra P. Singh","is_ca":false},{"name":"Basanta Barman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1153400596369206,"gpt":0.3355145313406429,"spread":0.2201744717037222,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007189971,0.001132632,0.001416768,0.002000063,0.001020757,0.004260876,0.001722801,0.00165466,0.02605116],"category_scores_gemma":[0.02469172,0.0003049544,0.0005259283,0.001594708,0.002269559,0.006802495,0.001799438,0.002602306,0.005307322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003171431,"about_ca_system_score_gemma":0.001295982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001844335,"about_ca_topic_score_gemma":0.002329811,"domain_scores_codex":[0.9921328,0.003458061,0.0003208929,0.0009178139,0.002874087,0.0002963001],"domain_scores_gemma":[0.9905015,0.005549508,0.0002831283,0.00149145,0.001963212,0.0002111192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001405091,0.0001025885,0.0006677698,0.0002614496,0.00004506648,0.00003423338,0.0001281738,0.01022193,0.0004377328,0.3420452,0.09071506,0.5552003],"study_design_scores_gemma":[0.00003375683,0.0001274654,0.00098066,0.0002858145,0.00003781156,0.0001169107,0.0001280799,0.1706747,0.001988304,0.7223601,0.1032304,0.00003601212],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01400549,0.02296079,0.6202501,0.01263685,0.002864791,0.0004427815,0.001207534,0.00265473,0.3229769],"genre_scores_gemma":[0.4411041,0.005960281,0.2951024,0.002782317,0.003045583,0.0008788301,0.00349378,0.001418587,0.2462141],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02605116,"threshold_uncertainty_score":0.0871498,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406067223","doi":"10.1007/978-981-99-2832-3_36","title":"Blockchain-Embellished Cloud Data Security","year":2024,"lang":"en","type":"book-chapter","venue":"Advanced technologies and societal change","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Blockchain; Cloud computing; Computer science; Computer security; Operating system","authors":[{"name":"M. Sakthivel","is_ca":true},{"name":"S. Sivanantham","is_ca":false},{"name":"Nagalla Balakrishna","is_ca":false},{"name":"K. Reddy Madhavi","is_ca":false},{"name":"N. Bharathiraja","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03758381537710426,"gpt":0.2711119703902601,"spread":0.2335281550131559,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001204328,0.000404558,0.0003079506,0.0005824047,0.001531115,0.003285388,0.0009232215,0.001603661,0.02120069],"category_scores_gemma":[0.003781453,0.00024721,0.0002921074,0.001226809,0.003132244,0.00699386,0.002543064,0.002519975,0.005440936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002413845,"about_ca_system_score_gemma":0.001787434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002376341,"about_ca_topic_score_gemma":0.002503776,"domain_scores_codex":[0.9992499,0.0001984794,0.00002321893,0.00008326636,0.000326897,0.0001182231],"domain_scores_gemma":[0.998583,0.0006150758,0.00004856402,0.0004234809,0.0002302722,0.00009974806],"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":[0.00004434897,0.00001235607,0.00006683772,0.00004079638,0.000003246331,0.00004531291,0.0002053946,0.002413185,0.0004401259,0.9412571,0.01521072,0.04026063],"study_design_scores_gemma":[0.00001154554,0.00001834591,0.00005621897,0.00007477181,0.000003704675,0.00006573698,0.00008863882,0.01001232,0.001440885,0.8313518,0.1568669,0.000009189433],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02287974,0.008903333,0.2619513,0.0169751,0.002965815,0.0001526535,0.0003372497,0.0006389599,0.6851959],"genre_scores_gemma":[0.4349087,0.007947602,0.02626492,0.002058986,0.0008097391,0.0001688508,0.000285798,0.0003362772,0.5272192],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02120069,"threshold_uncertainty_score":0.07092339,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}