{"id":"W2228450394","doi":"10.1007/978-3-642-17499-5","title":"Transactions on Computational Science X","year":2010,"lang":"en","type":"book","venue":"Transactions on computational science","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Theoretical computer science; Computational science; Computer graphics (images)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00154839,0.001753395,0.001878805,0.001872147,0.0008569787,0.004354953,0.001352571,0.001652599,0.2415825],"category_scores_gemma":[0.004671109,0.0005512055,0.0007983868,0.004073109,0.001573003,0.003027521,0.002694672,0.003336068,0.1666372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001503703,"about_ca_system_score_gemma":0.002191903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001838185,"about_ca_topic_score_gemma":0.002054354,"domain_scores_codex":[0.9984919,0.0002245197,0.00009433059,0.0002916731,0.0008126119,0.00008498757],"domain_scores_gemma":[0.9978327,0.0004831551,0.00007878531,0.0007602959,0.0006527223,0.0001923609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004587972,0.00003505751,0.0001880997,0.0004157328,0.00004102858,0.00004399587,0.00003920343,0.001302785,0.0009249835,0.06515742,0.604259,0.3275468],"study_design_scores_gemma":[0.00001590468,0.00002558635,0.0003456171,0.0001606185,0.0000204652,0.0001200068,0.00002655799,0.002661096,0.0004240115,0.03284226,0.963347,0.00001082326],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002263212,0.03380306,0.08161695,0.01313244,0.03810802,0.0002756325,0.002241092,0.002070412,0.8264892],"genre_scores_gemma":[0.009606894,0.01908357,0.02026868,0.001661104,0.004080649,0.0002277645,0.002129331,0.0006708183,0.9422712],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2415825,"threshold_uncertainty_score":0.8081741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09334951589529968,"score_gpt":0.382287548050543,"score_spread":0.2889380321552433,"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."}}