{"id":"W4402818321","doi":"10.3390/e26090786","title":"Relative Belief Inferences from Decision Theory","year":2024,"lang":"en","type":"article","venue":"Entropy","topic":"Bayesian Modeling and Causal Inference","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bayes' theorem; Statistical inference; Mathematics; Kullback–Leibler divergence; Inference; Limiting; Decision theory; Computer science; Artificial intelligence; Econometrics; Bayesian probability; 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":[0.0129597,0.001471858,0.001449184,0.003675105,0.001424849,0.006062157,0.002307157,0.002417045,0.008019213],"category_scores_gemma":[0.05790508,0.0007609845,0.001545522,0.003040339,0.005696539,0.009878479,0.003026604,0.006114937,0.001640539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002869963,"about_ca_system_score_gemma":0.001722739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00140952,"about_ca_topic_score_gemma":0.001229514,"domain_scores_codex":[0.988316,0.006729157,0.000522668,0.001429545,0.002693482,0.0003090745],"domain_scores_gemma":[0.9701579,0.02534457,0.001227258,0.001282647,0.001643891,0.0003437143],"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":[0.00001945209,0.00001230674,0.0001357202,0.00009666743,0.00003007579,0.00002947501,0.0001203327,0.005944533,0.00007999068,0.977686,0.001428113,0.01441718],"study_design_scores_gemma":[0.000004362946,0.000002501271,0.00003487071,0.00001797147,0.000004817997,0.000009176819,0.000008420986,0.007730613,0.00003811086,0.9912839,0.0008608132,0.000004500432],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009274589,0.004978905,0.94244,0.004373654,0.0003105,0.00009432715,0.000416426,0.0001673639,0.03794421],"genre_scores_gemma":[0.6092886,0.008587464,0.3671275,0.001868619,0.002151632,0.0005728222,0.001106707,0.0002031651,0.009093515],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0129597,"threshold_uncertainty_score":0.06853831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01490592712347777,"score_gpt":0.2653909069006105,"score_spread":0.2504849797771327,"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."}}