{"id":"W4248785488","doi":"10.31235/osf.io/rzywc","title":"Structure is Management of Uncertainty in Groups","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Ambiguity; Salient; Bayesian inference; Artificial intelligence; Bayesian network; Computer science; Bayesian probability; Inference; Sociology; Contrast (vision); Epistemology; Social psychology; Psychology","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":[0.005967599,0.0005366599,0.0007299515,0.002228643,0.003785283,0.006881349,0.001871,0.003090484,0.007116649],"category_scores_gemma":[0.02590544,0.0006531075,0.001441392,0.001402233,0.01124498,0.01819714,0.006422857,0.0022322,0.0008159089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003401166,"about_ca_system_score_gemma":0.001810155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003551372,"about_ca_topic_score_gemma":0.001992195,"domain_scores_codex":[0.9945721,0.002240984,0.0002846977,0.001153564,0.001271435,0.0004772689],"domain_scores_gemma":[0.9853474,0.007806213,0.002328679,0.002459217,0.001272932,0.0007855974],"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":[0.00002477372,0.00001338613,0.0009808626,0.00003730755,0.00002429089,0.00005449785,0.002090166,0.005363171,0.0002036111,0.9822356,0.0006174017,0.008355122],"study_design_scores_gemma":[0.000008194877,0.00001165057,0.0002430023,0.00002152613,0.00001264447,0.00003442238,0.0003394932,0.008092522,0.0001502235,0.9867972,0.004278371,0.00001062605],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1389591,0.001257386,0.7295622,0.01882864,0.0002558871,0.0001834547,0.00023179,0.0003162702,0.1104053],"genre_scores_gemma":[0.9242215,0.0004810677,0.06693909,0.0007131385,0.0001840349,0.0001755541,0.0001296337,0.00005842459,0.007097525],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007116649,"threshold_uncertainty_score":0.03156006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02362238082410215,"score_gpt":0.3080369648012776,"score_spread":0.2844145839771755,"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."}}