{"id":"W4417116749","doi":"10.64898/2025.11.30.691459","title":"Individual bounded rationality destabilizes cooperative dynamics in human–AI groups","year":2025,"lang":"","type":"article","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Action Observation and Synchronization","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Counterfactual thinking; Probabilistic logic; Bounded rationality; Dynamics (music); Task (project management); Action (physics); Bounded function; Reinforcement learning; Embedding; Heuristic","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001646302,0.000647207,0.0007120093,0.0007522491,0.0008204148,0.0005659855,0.000572562,0.0008311144,0.001651297],"category_scores_gemma":[0.0006682465,0.0007994103,0.0001404248,0.003341543,0.0004890113,0.0007310883,0.0001688593,0.0009656295,0.0001804842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002285984,"about_ca_system_score_gemma":0.001436124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001588968,"about_ca_topic_score_gemma":0.0003785355,"domain_scores_codex":[0.9947191,0.001192488,0.001498747,0.001294681,0.0005361209,0.0007588961],"domain_scores_gemma":[0.9967677,0.0002830742,0.0005079199,0.001060803,0.001166928,0.000213603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000143222,0.001436423,0.3734989,0.0002013394,0.0003585596,0.00002463432,0.0001593343,0.0001594174,0.02902048,0.5932143,0.001776663,0.00000672381],"study_design_scores_gemma":[0.004244416,0.0001643203,0.9645721,0.0002777754,0.0001670439,1.991924e-8,0.0002151075,0.007271916,0.0115232,0.00008109853,0.01048897,0.0009940733],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9619005,0.0006503629,0.02856462,0.003350649,0.002843993,0.001579723,0.0003741435,0.0002882635,0.0004476972],"genre_scores_gemma":[0.9959639,0.00008058983,0.0005944243,0.002624711,0.0002370869,0.000250753,0.000007627297,0.00008264462,0.0001582601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5931332,"threshold_uncertainty_score":0.9994457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0224303343636808,"score_gpt":0.2877736054914212,"score_spread":0.2653432711277404,"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."}}