{"id":"W4242476382","doi":"10.1007/978-3-642-24918-1","title":"Integrated Uncertainty in Knowledge Modelling and Decision Making","year":2011,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"AI-based Problem Solving and Planning","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Management science; Artificial intelligence; Operations research","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001817696,0.000502264,0.000545529,0.001313148,0.000245148,0.0005294351,0.002529531,0.0003991761,0.000005898956],"category_scores_gemma":[0.0001112722,0.0004430384,0.00006562721,0.001547896,0.0003640119,0.0005677767,0.001233624,0.001290089,0.00001553395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004871461,"about_ca_system_score_gemma":0.001362311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001066337,"about_ca_topic_score_gemma":0.000280086,"domain_scores_codex":[0.9965212,0.00009170511,0.0005699624,0.001580589,0.0004793648,0.0007571153],"domain_scores_gemma":[0.9971703,0.0014011,0.000219431,0.0008849946,0.0001891106,0.0001351151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000783739,0.00001633817,0.0001252428,0.0000316058,0.000002275618,0.00004665587,0.002345372,0.4376953,0.000003363532,0.0007984341,0.00003153548,0.5588961],"study_design_scores_gemma":[0.0001780022,0.00007430743,0.00003871111,0.002421229,0.000002776539,0.00003272344,3.296367e-7,0.8252978,0.0000276867,0.1710265,0.0004749076,0.0004251244],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008869655,0.002009966,0.9939511,0.0000452828,0.001011096,0.0002547659,0.000002748996,0.0001391526,0.001698952],"genre_scores_gemma":[0.2274619,0.00004381468,0.7719078,0.0003017204,0.0001431017,0.000007907679,0.000004946995,0.00002541644,0.0001033935],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.558471,"threshold_uncertainty_score":0.9998021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03106032265558292,"score_gpt":0.2658967485108307,"score_spread":0.2348364258552477,"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."}}