{"id":"W4200463171","doi":"10.18280/ijdne.160606","title":"Environmental Influences on the Settlements Patterns of Communities in the Marshes of Iraq","year":2021,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Architecture and Cultural Influences","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human settlement; Harmony (color); Environmental planning; Geography; Environmental resource management; Sustainability; Marsh; Psychological intervention; Ecology; Wetland; Environmental science; Archaeology; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0003501499,0.0001026349,0.0001395609,0.0007403567,0.001948006,0.001021055,0.0002623193,0.0001639831,0.002619183],"category_scores_gemma":[0.001019115,0.0001235714,0.0001284661,0.001230722,0.001446008,0.0003747372,0.000883,0.0002178163,0.0002393808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00111228,"about_ca_system_score_gemma":0.000930282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03855791,"about_ca_topic_score_gemma":0.1439299,"domain_scores_codex":[0.9995449,0.0001827776,0.0000122484,0.00005389112,0.00008442591,0.0001216486],"domain_scores_gemma":[0.9995894,0.00008691533,0.0001161897,0.00002077084,0.0001053794,0.00008145472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001283296,0.0001436459,0.9199985,0.00006712019,0.00004989976,0.0008994652,0.04315628,0.0007436454,0.002514058,0.00286924,0.0009090212,0.02852076],"study_design_scores_gemma":[0.000003609821,0.00005365341,0.9394225,0.00001900709,0.00000742175,0.0001721666,0.05693382,0.000257531,0.00009420159,0.0002993484,0.002727238,0.000009372357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969405,0.00003042976,0.0000772183,0.00008062511,0.000002184163,0.000006984816,0.00003455831,0.000001221298,0.002826225],"genre_scores_gemma":[0.9994685,0.0000262646,0.00007479849,0.00000734996,0.00000179986,0.00000326707,0.00001631761,9.44332e-7,0.000400832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03855791,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02411922193413332,"score_gpt":0.2476410519137864,"score_spread":0.2235218299796531,"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."}}