{"id":"W4247120576","doi":"10.1007/0-387-25465-x_44","title":"Causal Discovery","year":2006,"lang":"en","type":"book-chapter","venue":"","topic":"Bayesian Modeling and Causal Inference","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Dependency (UML); Probabilistic logic; Computer science; Artificial intelligence; Conditional probability; Machine learning; Functional dependency; Dependency theory (database theory); Mathematics; Data mining; Statistics; Relational database","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":[0.002148668,0.001075423,0.0008820951,0.002681289,0.001110908,0.003140712,0.001608975,0.001832125,0.05738343],"category_scores_gemma":[0.007668719,0.000829155,0.0007775686,0.001994316,0.00323976,0.004983598,0.001704449,0.003085689,0.01559421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00173836,"about_ca_system_score_gemma":0.001989605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001733983,"about_ca_topic_score_gemma":0.002086804,"domain_scores_codex":[0.9987776,0.0004472651,0.00004720798,0.0002429316,0.0004415154,0.00004359192],"domain_scores_gemma":[0.9971103,0.001977284,0.00007276198,0.0004896125,0.0002854226,0.00006471659],"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":[0.00000599896,0.00001100867,0.00005237576,0.0001127005,0.00001162498,0.00003240809,0.0001016758,0.0006752819,0.00007981682,0.8814796,0.04609365,0.0713439],"study_design_scores_gemma":[0.000003034905,0.00000320589,0.00005182009,0.00007889423,0.000009244879,0.00009769136,0.00002743494,0.001820045,0.0001904133,0.8371931,0.1605182,0.000006820791],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000720547,0.01157702,0.5049424,0.009135258,0.00126814,0.0001368638,0.0007459002,0.000988704,0.4704852],"genre_scores_gemma":[0.0778098,0.02776061,0.2882851,0.00412278,0.003071617,0.0004864887,0.002409666,0.0007952631,0.5952587],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05738343,"threshold_uncertainty_score":0.1919667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02330288084175706,"score_gpt":0.2276568115072485,"score_spread":0.2043539306654914,"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."}}