{"id":"W2059762258","doi":"10.1371/journal.pone.0045150","title":"The Pace of Cultural Evolution","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":181,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Pace; Human evolution; Biological evolution; Evolutionary biology; Biology; Inheritance (genetic algorithm); Time evolution; Experimental evolution; Ecology; Geography; Genetics; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002267898,0.0001980293,0.0002320441,0.000975779,0.0003503858,0.002314601,0.0003923476,0.0005162969,0.003310763],"category_scores_gemma":[0.01622118,0.0001758861,0.0002542735,0.001052651,0.001187675,0.001867581,0.001013656,0.0007303645,0.0004408783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006219311,"about_ca_system_score_gemma":0.0003679282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009137057,"about_ca_topic_score_gemma":0.0004680112,"domain_scores_codex":[0.9985349,0.0004834591,0.00007711443,0.0004600291,0.0003377951,0.0001066678],"domain_scores_gemma":[0.9902998,0.004828732,0.00221365,0.001266341,0.0009967297,0.0003947329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005294756,0.00009364214,0.5679007,0.0004705985,0.0005198044,0.0003333777,0.006996167,0.004098207,0.01712965,0.1208451,0.003181732,0.2779015],"study_design_scores_gemma":[0.00003793022,0.0001862728,0.9027913,0.0001453135,0.0001141945,0.001049925,0.002767316,0.002702432,0.00456551,0.04235775,0.04317728,0.0001046933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9328387,0.004164534,0.01045626,0.00151614,0.0001509321,0.00003142602,0.0006055211,0.00009128646,0.05014523],"genre_scores_gemma":[0.9948786,0.0009955096,0.002162894,0.000118543,0.00004858783,0.00001685168,0.0001233743,0.00002774903,0.001627715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003310763,"threshold_uncertainty_score":0.01199394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04948130886610908,"score_gpt":0.281402039083806,"score_spread":0.2319207302176969,"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."}}