{"id":"W4391171443","doi":"10.1002/gea.21992","title":"Development of water management strategies in southern Mesopotamia during the fourth and third millennium B.C.E.","year":2024,"lang":"en","type":"article","venue":"Geoarchaeology","topic":"Archaeology and ancient environmental studies","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Connaught Fund; Ministero degli Affari Esteri e della Cooperazione Internazionale; Università di Bologna","keywords":"Mesopotamia; Geography; Ancient history; 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":[0.000334111,0.0001282632,0.0001368889,0.0006554009,0.00103517,0.0006318405,0.0001338429,0.000250193,0.001282924],"category_scores_gemma":[0.0003654992,0.00008452522,0.0001332373,0.0006564976,0.0009101736,0.0004569041,0.0009077789,0.0003116617,0.0000797383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002179902,"about_ca_system_score_gemma":0.00168848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05810853,"about_ca_topic_score_gemma":0.163115,"domain_scores_codex":[0.9998772,0.00001550848,0.000004304219,0.00001601832,0.00001535899,0.00007163266],"domain_scores_gemma":[0.9998354,0.00002023415,0.00005783149,0.000007016397,0.00002949524,0.00005006368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002075809,0.0001215088,0.7095364,0.0004858029,0.00005080343,0.00420731,0.1525174,0.0008518556,0.01984118,0.01659073,0.002892816,0.09269664],"study_design_scores_gemma":[0.000001400333,0.0000338974,0.9711331,0.0000535973,0.00000616865,0.0001576785,0.01900554,0.0001155178,0.0003542826,0.0002207471,0.0089101,0.000007988462],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928093,0.0005628719,0.0000698671,0.0002470502,0.000006845895,0.00001212195,0.0000734191,0.00000237519,0.006216103],"genre_scores_gemma":[0.9989968,0.0002218485,0.0001012374,0.00003511125,0.000002334019,0.00000749652,0.00003403537,6.925703e-7,0.0006004493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05810853,"threshold_uncertainty_score":0.1155406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006842854858260952,"score_gpt":0.1867164597641502,"score_spread":0.1798736049058893,"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."}}