{"id":"W2999086706","doi":"10.1103/physreve.103.022307","title":"Competitive balance theory: Modeling conflict of interest in a heterogeneous network","year":2021,"lang":"en","type":"article","venue":"Physical review. E","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Balance (ability); Detailed balance; Balance theory; State (computer science); Set (abstract data type); Work (physics); Economics; Computer science; Statistical physics; Social psychology; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001240541,0.0001025551,0.000389098,0.000006935712,0.00002592372,0.00001115071,0.0001127783,0.00001210707,0.00006631925],"category_scores_gemma":[0.00001891232,0.00009654761,0.0001577692,0.0001724105,0.00004119609,0.00003902423,0.00007374876,0.0001437558,0.00001481803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001149342,"about_ca_system_score_gemma":0.00003994858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004150702,"about_ca_topic_score_gemma":0.00001052264,"domain_scores_codex":[0.9992446,0.0001203453,0.0002313431,0.0001752336,0.0000589698,0.0001695669],"domain_scores_gemma":[0.9995052,0.0001052816,0.00008408083,0.0001707559,0.00009054765,0.00004415561],"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":[0.00000418297,0.0001144935,0.00214661,0.0000913047,0.0000279695,0.000002250673,0.0001034665,0.004414879,0.0001378073,0.9902435,0.00002147984,0.002692071],"study_design_scores_gemma":[0.0007094043,0.00008262359,0.0007614854,0.006765391,0.00008100284,0.000001508374,0.0002446217,0.3401581,0.001020289,0.6419579,0.00760817,0.0006095204],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697178,0.007500075,0.006320518,0.0002644511,0.0001411936,0.0002841131,0.00005856254,0.00001387454,0.01569941],"genre_scores_gemma":[0.998546,0.0008496315,0.00008705498,0.000252318,0.0001906055,0.00001774694,0.00002480799,0.0000091081,0.00002272577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3482856,"threshold_uncertainty_score":0.3937097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0583596090559271,"score_gpt":0.3514717072802821,"score_spread":0.293112098224355,"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."}}