{"id":"W7083582524","doi":"10.1016/j.jrras.2025.101976","title":"Heavy metals and radioactivity assessment of the coastal sediments at Abu Ghusun, southern Red Sea, Egypt","year":2025,"lang":"en","type":"article","venue":"Journal of Radiation Research and Applied Sciences","topic":"Geodetic Measurements and Engineering Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Saud University","keywords":"Heavy metals; Sediment; Cadmium; Water pollution; Contamination","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001560697,0.00006218565,0.0001394838,0.0001541533,0.0002010296,0.00006195389,0.0001432972,0.00002837608,0.00001225595],"category_scores_gemma":[0.00004090998,0.0000401121,0.00002396542,0.000289939,0.0001935525,0.00006629747,0.00004481545,0.0001738552,1.270423e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003414229,"about_ca_system_score_gemma":0.00006850789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001005255,"about_ca_topic_score_gemma":0.00001087672,"domain_scores_codex":[0.9989077,0.0000406735,0.0001952168,0.00008260473,0.0006122792,0.0001615261],"domain_scores_gemma":[0.9996437,0.0001015473,0.00006112483,0.00006890995,0.00006107066,0.00006363515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001383453,0.0001403755,0.1219977,0.0005729717,0.0006393926,0.000003407837,0.001803525,0.2788528,0.5192874,0.005036122,0.008215864,0.06331213],"study_design_scores_gemma":[0.00199587,0.0002874801,0.7855354,0.0001641612,0.00005453276,0.00002286655,0.001266364,0.05209091,0.1510332,0.003969767,0.003344432,0.0002349945],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956741,0.0004876346,0.0008416765,0.0003254146,0.0001537685,0.0001202702,0.000007524444,0.000005013205,0.002384632],"genre_scores_gemma":[0.99925,0.0001086625,0.0005279538,0.000008858008,0.00002605927,0.000002521992,2.472225e-7,0.000002800077,0.00007292369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6635377,"threshold_uncertainty_score":0.1635724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02899708910806668,"score_gpt":0.3139988103063154,"score_spread":0.2850017211982487,"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."}}