{"id":"W119941826","doi":"10.1007/978-3-540-87563-5","title":"Transactions on Computational Science II","year":2008,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Informatics; Software engineering; Programming language; Computational intelligence; Software development; Science and engineering; Software; Cognitive science; Theoretical computer science; Artificial intelligence; Engineering ethics","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":[0.001574424,0.0009639757,0.001595778,0.001304918,0.001022373,0.004976484,0.001221708,0.001508555,0.1167355],"category_scores_gemma":[0.004486088,0.0004684448,0.0009005655,0.002785732,0.001880937,0.003889909,0.00247999,0.003033125,0.04745064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001753615,"about_ca_system_score_gemma":0.002021601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002115169,"about_ca_topic_score_gemma":0.001906504,"domain_scores_codex":[0.9986278,0.0003576905,0.00009997548,0.0002571991,0.0005749199,0.00008252467],"domain_scores_gemma":[0.9982565,0.0004782162,0.00004492736,0.0006927066,0.0004121874,0.0001153921],"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":[0.00006064555,0.00005481211,0.0003943559,0.0003790495,0.00005743547,0.00005891511,0.0001351684,0.001212426,0.0005218814,0.3182401,0.4447694,0.2341159],"study_design_scores_gemma":[0.00001739852,0.00001372281,0.0002844954,0.0001369597,0.00002740095,0.00009021636,0.00007902495,0.002048703,0.0002206311,0.1784543,0.8186197,0.000007383112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003499696,0.05661904,0.1209782,0.03321023,0.03671861,0.0001553278,0.001924952,0.001094635,0.7457993],"genre_scores_gemma":[0.06544118,0.04352851,0.0477794,0.004391336,0.0100325,0.0004184133,0.003846545,0.0009744829,0.8235876],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1167355,"threshold_uncertainty_score":0.3905192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01909705883198051,"score_gpt":0.2543614856299228,"score_spread":0.2352644267979423,"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."}}