{"id":"W4323038847","doi":"10.1038/s41598-023-29466-3","title":"Intense community dynamics in the pre-Roman frontier site of Fermo (ninth–fifth century BCE, Marche, central Italy) inferred from isotopic data ","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Archaeology and ancient environmental studies","field":"Earth and Planetary Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University Belfast; Queen's University; University of Cambridge; Wilhelm und Else Heraeus-Stiftung; Deutsche Forschungsgemeinschaft; Ministero della cultura","keywords":"Frontier; Peninsula; Geography; Human migration; Sicilian; Ninth; Population; Mediterranean climate; Archaeology; Osteology; Ancient history; Demography; History","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":[0.0003479105,0.0001842806,0.0001804248,0.001473314,0.0006820552,0.0006489105,0.0003118077,0.0002593602,0.001944967],"category_scores_gemma":[0.0005244306,0.0001230759,0.00008674539,0.001129707,0.0009988924,0.0001821237,0.0007224841,0.0001351788,0.0002472965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001019716,"about_ca_system_score_gemma":0.0003071173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03243649,"about_ca_topic_score_gemma":0.1113667,"domain_scores_codex":[0.9998477,0.00003613084,0.000004884533,0.00005019012,0.00002107889,0.00004005354],"domain_scores_gemma":[0.9998661,0.00002893107,0.00003766097,0.00001511067,0.00002779966,0.00002439105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002745506,0.00008461373,0.909847,0.0001226753,0.0000591421,0.001853064,0.03217655,0.0001882745,0.008432823,0.0009605467,0.0008340091,0.04516678],"study_design_scores_gemma":[0.000001543723,0.00001192348,0.996164,0.0000109029,0.000003398713,0.0001430828,0.002213671,0.00005819089,0.00009324356,0.00003188616,0.001265964,0.000002215021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988307,0.00009861549,0.00004329639,0.00001375292,0.000001069389,0.000003363224,0.00006417798,0.000001464173,0.0009435082],"genre_scores_gemma":[0.9993303,0.00005253394,0.0001273806,0.000004292033,0.000002581839,0.00000355371,0.00008153183,0.00000166107,0.0003960787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03243649,"threshold_uncertainty_score":0.06449538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02852561530583042,"score_gpt":0.2340264588015329,"score_spread":0.2055008434957025,"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."}}