{"id":"W4383376411","doi":"10.31234/osf.io/ztdjn","title":"How Does Culture Evolve?","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Creativity; Imitation; Cognitive science; Cognition; Sociocultural evolution; Process (computing); Sociology; Psychology; Epistemology; Modularity (biology); Computer science; Social psychology; Anthropology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002990986,0.000346439,0.000519464,0.001333299,0.003089717,0.01054068,0.0008220174,0.00158193,0.005102172],"category_scores_gemma":[0.008464184,0.0002405323,0.0003756278,0.001945032,0.01356479,0.01429596,0.003834661,0.002176741,0.0008841601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002619179,"about_ca_system_score_gemma":0.001751776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003559866,"about_ca_topic_score_gemma":0.003105529,"domain_scores_codex":[0.9977633,0.001064759,0.00008019622,0.0004733453,0.0002812172,0.0003372165],"domain_scores_gemma":[0.9964452,0.00156759,0.0005397978,0.0004519119,0.000460475,0.0005349498],"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":[0.0000893576,0.00006069265,0.02971121,0.0003620994,0.0001290559,0.0008047374,0.07023108,0.0006108572,0.0008082289,0.7815912,0.007639991,0.1079615],"study_design_scores_gemma":[0.00002068417,0.00006552506,0.02443292,0.0008273635,0.00006140769,0.0007282291,0.07506792,0.0006035481,0.0007501979,0.6826577,0.214694,0.00009057147],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4897619,0.04013863,0.01163278,0.111489,0.00232301,0.00005360111,0.0004903114,0.0001200554,0.3439909],"genre_scores_gemma":[0.9806232,0.008051584,0.00120998,0.003605146,0.0002700289,0.00002493127,0.0001019201,0.0000551357,0.006058054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01054068,"threshold_uncertainty_score":0.01900357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03836602116320135,"score_gpt":0.3218231954799716,"score_spread":0.2834571743167703,"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."}}