{"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":"d8e8dd5ada13","filters":{"venue":"WEIS"}},"results":[{"id":"W2394809607","doi":"","title":"Economics of Security Patch Management.","year":2006,"lang":"en","type":"article","venue":"WEIS","topic":"Information and Cyber Security","field":"Computer Science","cited_by":42,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Context (archaeology); Vendor; Stackelberg competition; Computer science; Computer security; Business; Economics; Microeconomics; Marketing","authors":[{"name":"Huseyin Cavusoglu","is_ca":false},{"name":"Hasan Cavusoglu","is_ca":true},{"name":"Jun Zhang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003787981976642845,"gpt":0.1808084920399226,"spread":0.1770205100632798,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002040663,0.0005433891,0.0004195545,0.0008270186,0.0008342662,0.002602459,0.0009455452,0.002399442,0.01618282],"category_scores_gemma":[0.007116555,0.0004214043,0.0004947084,0.0005570302,0.002499776,0.004852927,0.001427493,0.001574806,0.001005535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003123001,"about_ca_system_score_gemma":0.001575523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002542843,"about_ca_topic_score_gemma":0.00267378,"domain_scores_codex":[0.998547,0.0004966567,0.00004592104,0.0001778212,0.000459548,0.0002729116],"domain_scores_gemma":[0.9957561,0.002162026,0.0008205184,0.000416237,0.0004933086,0.0003517779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008156946,0.0001011847,0.004391306,0.0001507229,0.00008061122,0.0003072974,0.0001153051,0.04596078,0.001306373,0.9040136,0.009114939,0.03437629],"study_design_scores_gemma":[0.00006871689,0.0002647766,0.009585792,0.0001527572,0.00007675096,0.000858052,0.0004214407,0.0802779,0.001243028,0.8557146,0.051284,0.00005212268],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1592937,0.006589746,0.3158424,0.02197878,0.0004116011,0.0004950423,0.001068401,0.0002774781,0.4940428],"genre_scores_gemma":[0.9631742,0.002193873,0.008110287,0.0009567058,0.0002031609,0.0001457572,0.0001211922,0.00003854157,0.02505622],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01618282,"threshold_uncertainty_score":0.05413687,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2187730604","doi":"","title":"Why do denial of service attacks reduce future visits? Switching costs vs. changing preferences","year":2005,"lang":"en","type":"article","venue":"WEIS","topic":"Media Influence and Politics","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Denial-of-service attack; Denial; Internet privacy; Service (business); Business; Advertising; Service provider; Computer security; Computer science; World Wide Web; The Internet; Psychology; Marketing","authors":[{"name":"Avi Goldfarb","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02316928274694684,"gpt":0.3265881778653399,"spread":0.303418895118393,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00133287,0.0001418895,0.0004375709,0.000547865,0.0004489066,0.001559424,0.0003232164,0.0008912201,0.007342114],"category_scores_gemma":[0.01387446,0.0001869937,0.0003209353,0.0006253345,0.0005664636,0.001343393,0.0003689968,0.001032438,0.0006101828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008332169,"about_ca_system_score_gemma":0.0002829333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005908296,"about_ca_topic_score_gemma":0.007473723,"domain_scores_codex":[0.9993056,0.0002287396,0.0000284033,0.00009415472,0.0001430787,0.0002000484],"domain_scores_gemma":[0.990516,0.005066401,0.002478969,0.0006759294,0.0005896552,0.0006730415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001404244,0.001034697,0.8627133,0.0001146049,0.0003133873,0.0003376721,0.001090473,0.01065452,0.003239322,0.01321903,0.003741017,0.1021378],"study_design_scores_gemma":[0.00007823131,0.0002781193,0.9696221,0.00001511358,0.00009854155,0.0001857543,0.001823891,0.01313384,0.0006038851,0.01076756,0.003366945,0.00002599329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851584,0.0002219633,0.0009329573,0.001782808,0.00001823399,0.00001628809,0.0001356626,0.00001993991,0.01171384],"genre_scores_gemma":[0.999298,0.00006647978,0.00007327477,0.0000711033,0.00001537862,0.000003009628,0.00002584422,0.000003366569,0.0004436629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007342114,"threshold_uncertainty_score":0.02456176,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}