{"id":"W269684583","doi":"","title":"On the Practical Irrelevance of Diverging Implication between Probabilistic Conditional Independence and Embedded Multivalued Dependency.","year":2005,"lang":"en","type":"article","venue":"","topic":"Bayesian Modeling and Causal Inference","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Probabilistic logic; Dependency (UML); Bayesian network; Computer science; Conditional independence; Independence (probability theory); Artificial intelligence; Probabilistic database; Conditional probability; Relational database; Expert system; Machine learning; Theoretical computer science; Data mining; Mathematics; Database theory","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":[0.01930138,0.000336031,0.0005553759,0.001114138,0.001616818,0.002750193,0.001747899,0.002800077,0.004021489],"category_scores_gemma":[0.1244159,0.0005706156,0.000538674,0.001052092,0.00964321,0.01053481,0.004427575,0.004165738,0.000372893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001696318,"about_ca_system_score_gemma":0.001249202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00179284,"about_ca_topic_score_gemma":0.001551188,"domain_scores_codex":[0.9901855,0.00595583,0.0005221048,0.001200784,0.001815288,0.000320473],"domain_scores_gemma":[0.8191801,0.1645524,0.004251848,0.006207341,0.00467406,0.001134213],"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":[0.0001484004,0.00003513489,0.00186553,0.00009746752,0.00002304255,0.0004645713,0.0006852065,0.005469725,0.00055136,0.9549142,0.00209019,0.03365514],"study_design_scores_gemma":[0.00001721877,0.00001684568,0.0003937217,0.0000297617,0.00001364338,0.000183879,0.000114304,0.01769862,0.0003387821,0.9797112,0.001471371,0.00001074572],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1254769,0.002299722,0.7765684,0.02764861,0.000350204,0.00009547162,0.0002178849,0.000385742,0.06695706],"genre_scores_gemma":[0.9192676,0.0005036764,0.0759675,0.001532703,0.0002113072,0.00008056947,0.0001005613,0.00004381242,0.002292279],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01930138,"threshold_uncertainty_score":0.1020767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04273492217426721,"score_gpt":0.3152693645918859,"score_spread":0.2725344424176187,"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."}}