{"id":"W2114563530","doi":"10.1023/a:1013916107446","title":"Bayesian Treed Models","year":2002,"lang":"en","type":"article","venue":"Machine Learning","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":184,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; University of Texas at Austin; University of Chicago; National Science Foundation","keywords":"Partition (number theory); Simple (philosophy); Computer science; Bayesian probability; Parametric statistics; Artificial neural network; Parametric model; Mathematics; Tree (set theory); Set (abstract data type); Algorithm; Artificial intelligence; Statistics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002978657,0.0008693869,0.001920124,0.00179148,0.0008824579,0.00367839,0.002718068,0.003528941,0.01339063],"category_scores_gemma":[0.01908194,0.001162768,0.001437701,0.002720609,0.001465907,0.005202589,0.001964741,0.003517662,0.004722431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001461422,"about_ca_system_score_gemma":0.001386638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003448296,"about_ca_topic_score_gemma":0.004352857,"domain_scores_codex":[0.9974377,0.001234641,0.00009452144,0.0004962257,0.0005708495,0.0001660074],"domain_scores_gemma":[0.9936187,0.004222206,0.0003732854,0.0009180626,0.0006540282,0.0002136848],"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":[0.00006815367,0.00003842326,0.0005353192,0.00009218289,0.00005607772,0.00007330855,0.0001180027,0.08816978,0.0002216688,0.8596982,0.01100819,0.03992063],"study_design_scores_gemma":[0.00001518465,0.000008156816,0.0001191521,0.00002450509,0.00001778667,0.00005477462,0.0000133603,0.2870915,0.00009015836,0.7056758,0.006876302,0.00001334787],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005286592,0.001292453,0.9790709,0.001155091,0.0001737578,0.00003443476,0.001050991,0.000412553,0.0115232],"genre_scores_gemma":[0.4577479,0.004713138,0.4766763,0.00139772,0.0007700277,0.0005443053,0.005842264,0.0007985996,0.05150978],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01339063,"threshold_uncertainty_score":0.04479611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1184072395273905,"score_gpt":0.3423309401831147,"score_spread":0.2239237006557242,"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."}}