{"id":"W2062741151","doi":"10.1103/physreve.88.022105","title":"Dynamics of influence on hierarchical structures","year":2013,"lang":"en","type":"article","venue":"Physical Review E","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dynamics (music); Statistical physics; Computer science; Psychology; Physics","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":[0.00004144985,0.0001197826,0.0003047095,0.00001418996,0.00004132389,0.00001625755,0.0001972782,0.00001377836,0.0002593947],"category_scores_gemma":[0.00002331824,0.0000924421,0.000154033,0.0001368974,0.0001001875,0.0000880973,0.00004776422,0.0001821424,0.00012017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001326847,"about_ca_system_score_gemma":0.00002546258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001864562,"about_ca_topic_score_gemma":6.665478e-7,"domain_scores_codex":[0.9992567,0.00004003864,0.0002081942,0.0001578699,0.0001791182,0.0001580239],"domain_scores_gemma":[0.9993969,0.00009886824,0.0001055796,0.0002275008,0.00008969651,0.0000814098],"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":[0.000001079447,0.00008751242,0.002442437,0.0001313635,0.00001686125,7.841813e-8,0.00003020196,0.00006788281,0.0001275083,0.9580914,0.0002486619,0.03875505],"study_design_scores_gemma":[0.0001601778,0.0001084221,0.0412825,0.0007623975,0.0000289021,1.355474e-7,0.00002012222,0.007419397,0.0002002807,0.9484929,0.00125468,0.0002700372],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853488,0.0002419245,0.0003471693,0.001395548,0.00005085209,0.0003761226,0.00004477156,0.00001582483,0.01217895],"genre_scores_gemma":[0.9990345,0.0001368352,0.0001382909,0.0004621235,0.0001144096,0.00003688638,0.00002021296,0.00000900865,0.00004773415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03884006,"threshold_uncertainty_score":0.376968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008794100866880348,"score_gpt":0.3077304725577956,"score_spread":0.2989363716909152,"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."}}