{"id":"W4413365719","doi":"10.1371/journal.pone.0329084","title":"Morphodynamic Foundations of Sumer","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Maritime and Coastal Archaeology","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Behavioral and Cognitive Sciences; Division of Ocean Sciences; York University; National Science Foundation","keywords":"Urbanization; Beach morphodynamics; Context (archaeology); Geography; Ecology; Environmental resource management; Geology; Archaeology; Environmental science; Biology; Paleontology","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":[0.0002274061,0.00009740597,0.0001432316,0.0008750511,0.0007281372,0.001019783,0.0002759584,0.0002398311,0.00303419],"category_scores_gemma":[0.00126312,0.0001432622,0.0001222765,0.000720837,0.001514298,0.0005986266,0.0009263328,0.0002360964,0.0002118698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006384623,"about_ca_system_score_gemma":0.0002112683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003959286,"about_ca_topic_score_gemma":0.01305786,"domain_scores_codex":[0.9998289,0.00004624949,0.000008551658,0.00006469506,0.0000200286,0.00003148069],"domain_scores_gemma":[0.9997364,0.00005967454,0.00009378656,0.00004176273,0.00003120483,0.00003715531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002538371,0.00007599313,0.7603374,0.0001582583,0.0001180445,0.001097631,0.01255216,0.01792816,0.02585231,0.08923461,0.0009917825,0.09139977],"study_design_scores_gemma":[0.000003767829,0.00003221819,0.9661189,0.00001452045,0.00002181583,0.0003537355,0.003420101,0.01120133,0.0006911035,0.01436755,0.00375163,0.0000232604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921702,0.00006683793,0.001366921,0.0001251082,0.000002350051,0.00000459972,0.00007384025,0.00001225442,0.006178024],"genre_scores_gemma":[0.9990925,0.00002754451,0.0004014866,0.000006548331,0.000001840318,0.000002530925,0.00002446084,0.000004606193,0.0004386494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003959286,"threshold_uncertainty_score":0.01015043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04686151212498699,"score_gpt":0.2232411251513463,"score_spread":0.1763796130263593,"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."}}