{"id":"W2406568832","doi":"","title":"08421 Working Group: Classification, Representation and Modeling.","year":2009,"lang":"en","type":"article","venue":"Dagstuhl Seminar Proceedings","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Representation (politics); Computer science; Implementation; Group (periodic table); Class (philosophy); Theoretical computer science; Artificial intelligence; Software engineering","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":[0.05756066,0.004629232,0.004400278,0.0101224,0.00486963,0.01621727,0.01104381,0.01445587,0.03767012],"category_scores_gemma":[0.06228984,0.001740169,0.004231184,0.008658402,0.004328971,0.0194887,0.01191816,0.0103904,0.04593078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005503104,"about_ca_system_score_gemma":0.01659993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01051807,"about_ca_topic_score_gemma":0.004944705,"domain_scores_codex":[0.9656753,0.01680251,0.004414362,0.003825724,0.007248548,0.002033489],"domain_scores_gemma":[0.9296375,0.02752764,0.003036849,0.01605277,0.0180842,0.005661074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004290095,0.0004666568,0.001849813,0.001793439,0.0001928351,0.000232418,0.001113807,0.003677492,0.002617566,0.2154816,0.4858806,0.2862647],"study_design_scores_gemma":[0.0001172716,0.0001839172,0.001079198,0.001143809,0.0001500353,0.0003490231,0.0006545673,0.009900963,0.003556428,0.1038007,0.8789412,0.0001228295],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005677943,0.01827781,0.7882815,0.05679534,0.01274748,0.003600014,0.0113617,0.007372565,0.09588561],"genre_scores_gemma":[0.0289137,0.01918409,0.6299089,0.01603122,0.01705137,0.01064012,0.1084474,0.01079536,0.1590278],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05756066,"threshold_uncertainty_score":0.3044134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06040384132707119,"score_gpt":0.2911158123040412,"score_spread":0.23071197097697,"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."}}