{"id":"W4412857293","doi":"10.33899/earth.2024.145949.1212","title":"Geochemical Evaluation of Arsenic Content in Different Types of Soils in Kirkuk Governorate/Northern Iraq","year":2025,"lang":"en","type":"article","venue":"Iraqi National Journal of Earth Science (INJES)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arsenic; Soil water; Environmental chemistry; Geochemistry; Geology; Soil science; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000216687,0.0002322331,0.000186373,0.001219327,0.0007008851,0.0005200025,0.0002126186,0.0002218107,0.0005952675],"category_scores_gemma":[0.0002074299,0.0001377925,0.0001740184,0.001377399,0.0003472841,0.0001447943,0.0002409873,0.0001159146,0.0001099455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004709214,"about_ca_system_score_gemma":0.0005218041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03587597,"about_ca_topic_score_gemma":0.0766029,"domain_scores_codex":[0.9998062,0.00003408781,0.00002028519,0.00003592871,0.00006435661,0.00003911967],"domain_scores_gemma":[0.9998846,0.00001374618,0.00003702936,0.000005689337,0.00004633869,0.0000124598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001092137,0.0000960017,0.9398646,0.0001212989,0.00009464828,0.0005575938,0.001906254,0.000432491,0.04414024,0.00009977249,0.0001292829,0.01244865],"study_design_scores_gemma":[0.000003927781,0.00007336953,0.993187,0.00000836042,0.00003202262,0.000266346,0.002444519,0.0003405584,0.002724965,0.00003121948,0.0008822166,0.000005514881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991814,0.00009154768,0.00008051497,0.00001364785,0.00000131695,0.00000766287,0.0001180015,0.000004232654,0.0005015699],"genre_scores_gemma":[0.9990762,0.0001179512,0.0002577544,0.00001040445,0.000002608238,0.000007202387,0.0001449041,0.000001174238,0.000381696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03587597,"threshold_uncertainty_score":0.0713343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04807923195783186,"score_gpt":0.2950918317313838,"score_spread":0.2470125997735519,"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."}}