{"id":"W4290804853","doi":"10.1016/j.jas.2022.105647","title":"Human diets, crop patterns, and settlement hierarchies in third millennium BC China: Bioarchaeological perspectives in Zhengluo region","year":2022,"lang":"en","type":"article","venue":"Journal of Archaeological Science","topic":"Archaeology and ancient environmental studies","field":"Earth and Planetary Sciences","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Geography; China; Archaeology; Settlement (finance); Paleoethnobotany; Human settlement; Crop; Agriculture; Forestry","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002015643,0.0001685833,0.0003360923,0.0003939549,0.0007721939,0.00001114438,0.000680681,0.00004397462,0.0005057074],"category_scores_gemma":[0.0001230956,0.0001135539,0.00006798362,0.0005161265,0.006223465,0.0002578414,0.001142694,0.0007847084,0.000002209546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006657744,"about_ca_system_score_gemma":0.00003899747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007188724,"about_ca_topic_score_gemma":0.001520223,"domain_scores_codex":[0.9975013,0.0003730788,0.0004634933,0.0004209984,0.0006660008,0.0005751154],"domain_scores_gemma":[0.999358,0.0001499901,0.000203701,0.0001082253,0.00001772489,0.0001623518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001102474,0.000103006,0.9834446,0.000005342937,0.000004355171,0.0004964886,0.008136987,0.001333573,0.00005833767,0.001123391,0.00001788831,0.005165754],"study_design_scores_gemma":[0.0004860755,0.001593217,0.9764776,0.00001739771,0.00000280795,0.0002491501,0.00805259,0.0002385271,0.00001700643,0.01238037,0.0003401716,0.0001450441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911407,0.003265298,0.00006540065,0.004848169,0.000134284,0.0001462504,0.00001408925,0.000007852611,0.0003779797],"genre_scores_gemma":[0.9969862,0.002237433,0.0004765009,0.0002013424,0.00004524079,0.000003263829,0.000002637008,0.000001746071,0.00004566479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01125698,"threshold_uncertainty_score":0.996481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01978334204318769,"score_gpt":0.23840907320644,"score_spread":0.2186257311632523,"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."}}