{"id":"W4235618605","doi":"10.23952/asvao","title":"Applied Set-Valued Analysis and Optimization","year":2019,"lang":"en","type":"paratext","venue":"Applied Set-Valued Analysis and Optimization","topic":"Advanced Research in Systems and Signal Processing","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Set (abstract data type); Computer science; Mathematics; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007903582,0.001015275,0.002302404,0.002551631,0.000525564,0.0007214452,0.0003695799,0.0009326541,0.001115581],"category_scores_gemma":[0.00002961295,0.0009795005,0.000418883,0.00559961,0.000166596,0.0003296815,0.000179487,0.0007551853,0.0001173573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002176348,"about_ca_system_score_gemma":0.0000893714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000775506,"about_ca_topic_score_gemma":0.00002082974,"domain_scores_codex":[0.9953387,0.0001387991,0.001301836,0.001439736,0.0009530154,0.0008278862],"domain_scores_gemma":[0.9977648,0.0001504339,0.0005899171,0.000819074,0.0002975737,0.0003781621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004926656,0.00002282589,0.00003586955,0.0005754899,0.006790909,0.000001845041,0.0003089312,0.9884496,0.0002444834,0.000167167,0.001405557,0.001948088],"study_design_scores_gemma":[0.0007958228,0.00002695171,0.00002914881,0.00006334985,0.006482628,0.000001664875,0.0003337783,0.9898261,0.0002209637,0.00002909411,0.001127619,0.001062911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0003415374,0.002519584,0.9719483,0.00001536614,0.0002555636,0.0009594611,0.0002477155,0.0002157538,0.02349672],"genre_scores_gemma":[0.6744407,0.01635903,0.2556254,0.00025378,0.001180858,0.0006977372,0.03238615,0.0007629262,0.01829344],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7163229,"threshold_uncertainty_score":0.9997975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01387318111262821,"score_gpt":0.2641217460730683,"score_spread":0.2502485649604401,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}