{"id":"W1492722106","doi":"10.1002/9780470050118.ecse038","title":"Bayesian Belief Networks","year":2009,"lang":"en","type":"other","venue":"Wiley Encyclopedia of Computer Science and Engineering","topic":"Bayesian Modeling and Causal Inference","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Bayesian network; Computer science; Artificial intelligence; Conditional independence; Joint probability distribution; Inference; Machine learning; Graphical model; Bayesian inference; Bayesian probability; Mathematics","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":[0.004656579,0.001813182,0.001613672,0.003700252,0.00104948,0.006430674,0.002798493,0.003649913,0.01599433],"category_scores_gemma":[0.02471896,0.0009327226,0.001167454,0.004581376,0.002740236,0.00608319,0.002256861,0.003565301,0.004226935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003004929,"about_ca_system_score_gemma":0.002087978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007433033,"about_ca_topic_score_gemma":0.004868362,"domain_scores_codex":[0.995084,0.002295309,0.0003150744,0.0009126231,0.001192415,0.0002006003],"domain_scores_gemma":[0.9905356,0.006788928,0.0006036775,0.0006463801,0.001176814,0.0002486442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006471322,0.00005167109,0.001039225,0.0005616838,0.0001430829,0.0001858196,0.0002072522,0.07762598,0.0002824919,0.7987117,0.01572,0.1054062],"study_design_scores_gemma":[0.00002211646,0.000009927237,0.000166512,0.0002911916,0.00004464929,0.00008188292,0.00004852758,0.09208523,0.0002296757,0.8703684,0.03662185,0.0000300119],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002915659,0.008257851,0.9358479,0.004937039,0.0003893118,0.0001650009,0.001641774,0.000608633,0.04523687],"genre_scores_gemma":[0.3641454,0.03053638,0.5631704,0.002471673,0.001766519,0.0009801452,0.004658839,0.0003287857,0.03194187],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01599433,"threshold_uncertainty_score":0.05350637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005280966177656442,"score_gpt":0.1980711779339991,"score_spread":0.1927902117563427,"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."}}