{"meta":{"query_hash":"a73e3a4df893","filters":{"venue":"JuliaCon Proceedings"},"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/a73e3a4df893","api":"https://metacan.xera.ac/api/v1/cohort?venue=JuliaCon+Proceedings"},"results":[{"id":"W4402137846","doi":"10.21105/jcon.00161","title":"JSOSuite.jl: Solving continuous optimization problems with JuliaSmoothOptimizers","year":2024,"lang":"en","type":"article","venue":"JuliaCon Proceedings","topic":"Advanced Optimization Algorithms Research","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; Group for Research in Decision Analysis; HEC Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Solver; Cover (algebra); Problem solver; Computer science; Mathematical optimization; Optimization problem; Interface (matter); Continuous optimization; Nonlinear system; Nonlinear programming; Algorithm; Mathematics; Programming language; Computational science; Parallel computing; Engineering; Multi-swarm optimization","score_opus":0.02889421817613323,"score_gpt":0.3111285277013711,"score_spread":0.28223430952523787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402137846","genre_codex":"methods","genre_gemma":"software","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"software","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011296882,0.00028915523,0.9611985,0.00020544339,0.00018485366,0.00006148426,0.001261634,0.021640329,0.014028888],"genre_scores_gemma":[0.032267023,0.00065208966,0.905113,0.00040719454,0.00017630676,0.0005401532,0.003917638,0.033122588,0.023803955],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.999456,0.000100244164,0.000035891782,0.00007477344,0.0002756033,0.000057532452],"domain_scores_gemma":[0.9986204,0.00084630284,0.00006626183,0.0001241012,0.00027647542,0.00006646125],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010816173,0.0016233356,0.000980649,0.0007280185,0.0004467587,0.0016335283,0.0018773681,0.0014589403,0.079539575],"category_scores_gemma":[0.004953802,0.00083806005,0.0010268106,0.00064794,0.000636264,0.0013093513,0.002210387,0.0027938795,0.026829787],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001965608,0.00015001021,0.0009115137,0.0018889506,0.0001681259,0.00035659867,0.0003841682,0.12529221,0.0137952315,0.1251447,0.3846377,0.34707424],"study_design_scores_gemma":[0.00018307002,0.00005505189,0.00035435645,0.00018876206,0.000034916673,0.0002652598,0.000065972985,0.72653335,0.0129492935,0.042139586,0.21714985,0.00008048127],"about_ca_topic_score_codex":0.0028388398,"about_ca_topic_score_gemma":0.0055342983,"teacher_disagreement_score":0.079539575,"about_ca_system_score_codex":0.00052770675,"about_ca_system_score_gemma":0.0013522897,"threshold_uncertainty_score":0.26608634},"labels":[],"label_agreement":null}]}