{"id":"W7128483863","doi":"10.64903/1480-6800-21.4.261","title":"The Geography of Water and Oil Resource Governance in Post-Conflict Iraq","year":2018,"lang":"","type":"article","venue":"Arab world geographer","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Corporate governance; Livelihood; Natural resource; Order (exchange); Articulation (sociology); Resource (disambiguation); Human geography; Water resources","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.00234562,0.0004868279,0.0005052406,0.0004247904,0.00150652,0.0004687752,0.00120162,0.0001473341,0.0009765163],"category_scores_gemma":[0.00003356071,0.0003330437,0.0003634971,0.002186278,0.006715842,0.0002968606,0.0004047714,0.0004570378,0.00007558338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004223177,"about_ca_system_score_gemma":0.00004210805,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01044902,"about_ca_topic_score_gemma":0.04823415,"domain_scores_codex":[0.9949469,0.0006831683,0.0009302402,0.000893903,0.001037184,0.001508634],"domain_scores_gemma":[0.9981241,0.0002468301,0.0002945991,0.0009111477,0.0001945134,0.0002287756],"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":[0.0008583302,0.0004556775,0.7181932,0.0001868134,0.0007095974,0.0000311016,0.0642371,0.00002237785,0.0002263713,0.01091164,0.002724423,0.2014433],"study_design_scores_gemma":[0.0007871839,0.0001769243,0.2805569,0.0001502055,0.00008025719,8.134261e-7,0.001849502,0.00001388826,0.0002946049,0.0007265299,0.7149973,0.0003659283],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8169848,0.007392291,0.000002831783,0.01364682,0.0005504052,0.0005252424,0.00002784235,0.00005783444,0.1608119],"genre_scores_gemma":[0.9859151,0.002853145,0.00005231313,0.00113182,0.0002856373,0.00004562352,0.000005432094,0.0000480638,0.009662896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7122729,"threshold_uncertainty_score":0.9999367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008667570354527622,"score_gpt":0.2333795066929641,"score_spread":0.2247119363384365,"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."}}