{"id":"W7075742473","doi":"","title":"Resource-rational belief revision can mitigate as well as amplify polarization","year":2025,"lang":"en","type":"article","venue":"eScholarship (California Digital Library)","topic":"Water Quality and Resources Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Templeton World Charity Foundation","keywords":"Normative; Cognition; Polarization (electrochemistry); Belief revision; Task (project management); Bayesian probability; Expected utility hypothesis; Belief structure; Divergence (linguistics); Normative model of decision-making","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002406283,0.000313202,0.0002568054,0.000116162,0.0005753833,0.000944767,0.0005078436,0.0002075216,0.004167801],"category_scores_gemma":[0.0002589453,0.0002706892,0.0001396433,0.0006444575,0.0003171224,0.001595752,0.0007903306,0.0004351994,0.01764188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009320119,"about_ca_system_score_gemma":0.00004602007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006980708,"about_ca_topic_score_gemma":0.000007799076,"domain_scores_codex":[0.9976883,0.0001680182,0.0005060746,0.0006070881,0.0005693585,0.000461181],"domain_scores_gemma":[0.9990964,0.0001481093,0.0001290639,0.0003790758,0.00001152722,0.0002358342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004433073,0.0007296739,0.8211575,0.0002055014,0.0001825526,0.00007976791,0.0005015822,0.0005649277,0.002911586,0.01687215,0.1385493,0.01780218],"study_design_scores_gemma":[0.0003452461,0.00007220544,0.01709649,0.0001159748,0.0000190163,0.00000696199,0.00009964687,0.00003704613,0.004171055,0.02062983,0.9570767,0.0003297825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6063834,0.0002273541,0.0001273754,0.009094221,0.0001051553,0.0004043787,0.0007516434,0.0003076972,0.3825988],"genre_scores_gemma":[0.9233886,0.00003843916,0.0003430075,0.007277528,0.0001160439,0.00001668755,0.001598423,0.00004898409,0.06717227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8185275,"threshold_uncertainty_score":0.9999745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01437274998854594,"score_gpt":0.2171772744921067,"score_spread":0.2028045245035608,"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."}}