{"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":"94972c7fb405","filters":{"venue":"Advances in web services research series/Advances in web services research (AWSR) book  series"}},"results":[{"id":"W2482993936","doi":"10.4018/978-1-59140-333-3.ch003","title":"DNA Computing and Errors","year":2011,"lang":"en","type":"book-chapter","venue":"Advances in web services research series/Advances in web services research (AWSR) book  series","topic":"DNA and Biological Computing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"DNA computing; Computation; Computer science; Perspective (graphical); Software; Reduction (mathematics); Theoretical computer science; Algorithm; Computer engineering; Artificial intelligence; Mathematics; Programming language","authors":[{"name":"Lila Kari","is_ca":true},{"name":"Elena Losseva","is_ca":true},{"name":"Petr Sosı́k","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02733550960992178,"gpt":0.356415986753097,"spread":0.3290804771431752,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006454115,0.0009005501,0.0006727598,0.001520165,0.001698257,0.003455421,0.001010972,0.001971991,0.02102505],"category_scores_gemma":[0.00255849,0.0004076627,0.0005247401,0.001928031,0.004179721,0.006090235,0.002166352,0.003349488,0.008462591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002002974,"about_ca_system_score_gemma":0.001532509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00118664,"about_ca_topic_score_gemma":0.00155271,"domain_scores_codex":[0.9991172,0.0001645388,0.00004397769,0.0001582468,0.0004516696,0.00006447844],"domain_scores_gemma":[0.9986047,0.0009310055,0.00005926475,0.0001487831,0.0002013274,0.00005487437],"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":[0.00001733188,0.00002156083,0.0001219079,0.0004865348,0.00001047352,0.0001278427,0.001004141,0.00140798,0.0008213514,0.8105375,0.06229043,0.123153],"study_design_scores_gemma":[0.000002938472,0.00001355482,0.00007802084,0.0003693608,0.000003497078,0.0002867041,0.0001427084,0.000369745,0.0005741602,0.223081,0.7750655,0.0000127982],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005046643,0.3579275,0.07706631,0.02716921,0.01273033,0.00008843183,0.0003451044,0.0008071064,0.5188195],"genre_scores_gemma":[0.07150719,0.2800908,0.05836881,0.01662982,0.006752206,0.0001896643,0.0006148278,0.001049245,0.5647973],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02102505,"threshold_uncertainty_score":0.07033587,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4252207365","doi":"10.4018/978-1-61520-684-1.ch009","title":"Security Personalization for Internet and Web Services","year":2011,"lang":"en","type":"book-chapter","venue":"Advances in web services research series/Advances in web services research (AWSR) book  series","topic":"Access Control and Trust","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":"National Research Council Canada","funders":"","keywords":"Web application security; Security service; Internet security; Business; Internet privacy; WS-Policy; Cloud computing security; Service provider; Network security policy; Computer security; Security policy; The Internet; Web service; World Wide Web; Computer science; Web development; Service (business); Information security; Marketing","authors":[{"name":"George Yee","is_ca":true},{"name":"Larry Korba","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0320968576371942,"gpt":0.3847690210433807,"spread":0.3526721634061865,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004332444,0.0007492293,0.0002978647,0.0006964065,0.0006356324,0.001897779,0.0005762271,0.001054219,0.01547419],"category_scores_gemma":[0.001492835,0.0003632324,0.0005231361,0.001173293,0.0009622722,0.004273639,0.001029126,0.002036556,0.005324558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001256423,"about_ca_system_score_gemma":0.0006503497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001337595,"about_ca_topic_score_gemma":0.001294124,"domain_scores_codex":[0.9994484,0.00008625532,0.00002849481,0.00009746475,0.0002996613,0.00003977741],"domain_scores_gemma":[0.9995759,0.0001566862,0.00002497195,0.0001435538,0.00007038114,0.00002839752],"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":[0.0000588188,0.0000999016,0.0002885614,0.000273731,0.00001590329,0.0002297748,0.001229435,0.004562078,0.006865963,0.3838563,0.08139994,0.5211197],"study_design_scores_gemma":[0.00001150003,0.00004509846,0.0007156644,0.0002404775,0.00001584443,0.001123326,0.0002319214,0.01484699,0.003713626,0.1276367,0.8513852,0.00003371186],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01077597,0.01530842,0.404907,0.003094356,0.0008940761,0.0003386058,0.000220207,0.004723247,0.5597383],"genre_scores_gemma":[0.1412294,0.02854715,0.28682,0.002761568,0.0009256562,0.0003774407,0.0008816401,0.001611209,0.536846],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01547419,"threshold_uncertainty_score":0.05176634,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}