{"id":"W4408464548","doi":"10.1177/26339137251324131","title":"Social organization as the collective management of uncertainty","year":2025,"lang":"en","type":"article","venue":"Collective Intelligence","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Business; Knowledge management; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001605604,0.0001525473,0.0003302875,0.0003954136,0.0008826744,0.0002307569,0.00114409,0.00006802805,0.0006485718],"category_scores_gemma":[0.002643939,0.00009803452,0.0001074521,0.009706735,0.0002365695,0.00009996307,0.0004535108,0.0001303689,0.0001635605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004072079,"about_ca_system_score_gemma":0.0005289856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008544607,"about_ca_topic_score_gemma":0.00005426776,"domain_scores_codex":[0.9970751,0.0003468452,0.0007894532,0.0005045257,0.001080643,0.0002034599],"domain_scores_gemma":[0.9945163,0.00248877,0.0003454316,0.0004902656,0.002127119,0.00003212285],"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":[0.0002554734,0.0001498446,0.002371168,0.00002144581,0.0002273003,0.00001219936,0.0105429,0.005122563,0.0003135538,0.8098042,0.08351105,0.08766828],"study_design_scores_gemma":[0.0001698438,0.00008674184,0.01920716,0.000083193,0.00003202682,0.000004778987,0.01561901,0.003450728,0.006153387,0.9389877,0.01604205,0.0001633383],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03559461,0.000441421,0.5785445,0.001071829,0.0009518969,0.001342726,0.00001153495,0.00005343072,0.381988],"genre_scores_gemma":[0.9303015,0.000005472593,0.0002174066,0.0001784262,0.00003264215,0.00003303658,3.823431e-7,0.000007183347,0.0692239],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.894707,"threshold_uncertainty_score":0.7101407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1144136456305241,"score_gpt":0.4207420618121803,"score_spread":0.3063284161816563,"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."}}