{"id":"W2062451874","doi":"10.1080/11263504.2014.992997","title":"Palaeoenvironment and land use of Roman peasant farmhouses in southern Tuscany","year":2014,"lang":"en","type":"article","venue":"Plant Biosystems - An International Journal Dealing with all Aspects of Plant Biology","topic":"Ancient Mediterranean Archaeology and History","field":"Arts and Humanities","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Peasant; Pasture; Grazing; Geography; Agroforestry; Fodder; Agriculture; Land use; Archaeology; Ecology; Forestry; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003783211,0.0001471678,0.0003154651,0.0003139218,0.00007276136,0.00002554299,0.0002170224,0.00006401113,0.00008689856],"category_scores_gemma":[0.0000339489,0.0001029907,0.00003768646,0.000009712148,0.000405462,0.0001227288,0.00003841435,0.0001817042,0.00000383813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002955074,"about_ca_system_score_gemma":0.00002369572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001776585,"about_ca_topic_score_gemma":0.01287105,"domain_scores_codex":[0.9988323,0.000143539,0.000454316,0.0001907774,0.0001893877,0.0001896328],"domain_scores_gemma":[0.9991216,0.0001897322,0.0004394924,0.00009444052,0.00006685824,0.00008788179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002428695,0.0004868284,0.5930027,0.0001721108,0.000887286,0.0004934845,0.08074889,0.0003602184,0.006414037,0.3136161,0.0002137436,0.001175823],"study_design_scores_gemma":[0.013486,0.01060283,0.1856526,0.00494253,0.0004631707,0.01097923,0.01691044,0.01193863,0.001413497,0.007811212,0.7332026,0.002597276],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972028,0.0002309228,0.0000839256,0.0001190021,0.0007305702,0.00009220801,0.0008778141,0.00001261203,0.0006501434],"genre_scores_gemma":[0.9989634,0.0001880254,0.0001070578,0.000101174,0.0003942749,0.000002131394,0.0001699277,0.00001133043,0.00006270193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7329888,"threshold_uncertainty_score":0.7182348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03425047209016988,"score_gpt":0.2178492297111331,"score_spread":0.1835987576209633,"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."}}