{"id":"W2063106772","doi":"10.1109/devlrn.2010.5578858","title":"Evolution of social learning strategies","year":2010,"lang":"en","type":"article","venue":"","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Imitation; Computer science; Artificial intelligence; Posterior probability; Social learning; Bayesian probability; Reinforcement learning; Uniqueness; Robot; Machine learning; Mathematics; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004431573,0.00002588506,0.00003950385,0.00002360958,0.0004657476,0.00001945347,0.00006118775,0.00005882252,0.001407146],"category_scores_gemma":[0.00007630731,0.00002522103,0.00002181292,0.0001135479,0.0002130566,0.0002847534,0.000007176707,0.0001132225,0.00003201184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001744617,"about_ca_system_score_gemma":0.0001886999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005088332,"about_ca_topic_score_gemma":0.003099522,"domain_scores_codex":[0.9995649,0.0001088352,0.00007080504,0.00005269937,0.0001207784,0.00008201073],"domain_scores_gemma":[0.9998081,0.00003129575,0.00003124346,0.0000262929,0.00008645515,0.00001664472],"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":[0.000005021377,0.00001177601,0.001169023,0.000001058957,0.000001376247,4.717036e-8,0.004313133,0.00004002659,0.01673548,0.9770895,0.00008109766,0.0005524366],"study_design_scores_gemma":[0.0005318252,0.0001707407,0.1549397,0.000007819758,0.00002775249,0.00000159468,0.260785,0.001047488,0.002553129,0.4119068,0.1675939,0.0004343053],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.621717,0.000005232086,0.001552228,0.000219113,0.0001133575,0.0000290616,2.21132e-7,0.00004461452,0.3763191],"genre_scores_gemma":[0.9934893,0.000001705289,0.0001644326,0.000006238357,0.0002334088,0.000001941509,0.000001407239,0.000001712467,0.006099806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5651827,"threshold_uncertainty_score":0.9995057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009168806273328016,"score_gpt":0.2910620319220061,"score_spread":0.2818932256486781,"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."}}