{"meta":{"query_hash":"6dfcb67d773c","filters":{"venue":"World scientific series on nonlinear science, series A"},"cohort_total":1,"direct_labels_cover":0,"predictions_cover":1,"exported":1,"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/6dfcb67d773c","api":"https://metacan.xera.ac/api/v1/cohort?venue=World+scientific+series+on+nonlinear+science%2C+series+A"},"results":[{"id":"W4230378422","doi":"10.1142/7612","title":"Bifurcations in Piecewise-Smooth Continuous Systems","year":2010,"lang":"en","type":"book","venue":"World scientific series on nonlinear science, series A","topic":"Quantum chaos and dynamical systems","field":"Physics and Astronomy","cited_by":129,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Piecewise; Mathematics; Computer science; Mathematical analysis","score_opus":0.008882200786146115,"score_gpt":0.23578452478592712,"score_spread":0.226902323999781,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230378422","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015012247,0.00019482014,0.000060809067,0.00061031024,0.0163651,0.001714582,0.0015056926,0.00022225585,0.96431416],"genre_scores_gemma":[0.034900203,0.0000027890126,0.0005573742,0.000042060605,0.0017363123,0.00015852724,0.000566405,0.00008450243,0.96195185],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99418944,0.00006923293,0.0011342894,0.001777665,0.0016045454,0.0012248303],"domain_scores_gemma":[0.996472,0.00012406899,0.00064476515,0.0017310326,0.0005593143,0.0004688394],"candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.0017294439,0.0007295034,0.0010471359,0.0016552391,0.0014186506,0.002545934,0.0017550995,0.00021860685,0.00066578836],"category_scores_gemma":[0.000047506594,0.00064012123,0.00027189415,0.002902403,0.0041708597,0.0010318868,0.00035994974,0.0012239516,0.00048023785],"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":[0.00011211724,0.00057551963,0.0014588385,0.00016635307,0.00005814094,0.00003235484,0.00096778735,0.00036691755,0.0016944546,0.94417715,0.047202,0.0031883745],"study_design_scores_gemma":[0.00032408716,0.00011945026,0.00014030524,0.000419425,0.000023128072,0.0000060836724,0.00060249266,0.002190465,0.00012602075,0.005885642,0.98936343,0.0007994398],"about_ca_topic_score_codex":0.00023427008,"about_ca_topic_score_gemma":0.0022149337,"teacher_disagreement_score":0.94216144,"about_ca_system_score_codex":0.00028981213,"about_ca_system_score_gemma":0.0023096965,"threshold_uncertainty_score":0.9998814},"labels":[],"label_agreement":null}]}