{"id":"W4409165932","doi":"10.4314/jasem.v29i3.39","title":"Radiation Doses and Radiological Risks Associated with Radiodiagnostic Examinations at a Tertiary Institutional Hospital, Ondo State, Nigeria","year":2025,"lang":"en","type":"article","venue":"Journal of applied science and environmental management","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiological weapon; Medicine; State (computer science); Environmental health; Radiology","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":[0.0004395512,0.00009747915,0.0001568396,0.0002639221,0.000326816,0.00005605782,0.00007390444,0.00002283536,0.0000206953],"category_scores_gemma":[0.00004351086,0.00007169368,0.00001896384,0.000225641,0.0005882471,0.0002631109,0.00007782219,0.00009880946,0.000001923757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000430217,"about_ca_system_score_gemma":0.00004605232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001628769,"about_ca_topic_score_gemma":5.569057e-7,"domain_scores_codex":[0.9990222,0.0000123434,0.0002303735,0.0001866319,0.0003981704,0.0001502769],"domain_scores_gemma":[0.9996019,0.00006080318,0.0001469854,0.00007490002,0.00001210679,0.0001033277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003700663,0.0009751514,0.8165711,0.00006815253,0.0004634633,0.0002350693,0.001455041,0.001453609,0.01937191,0.000907569,0.002544475,0.1555844],"study_design_scores_gemma":[0.001783269,0.0002116832,0.9944151,0.00006463441,0.00008598976,0.00003620218,0.0006506012,0.0004999426,0.001053393,0.0001557835,0.0009618842,0.00008153368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962447,0.0003816523,0.0004429151,0.0006000182,0.00006501187,0.0002948483,0.000004207183,0.000006792834,0.001959842],"genre_scores_gemma":[0.9974241,0.001440286,0.0003338724,0.0006445985,0.00001855025,0.00001228951,0.00001009144,0.000003169161,0.0001129915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.177844,"threshold_uncertainty_score":0.2923584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006459338891594383,"score_gpt":0.227517910934067,"score_spread":0.2210585720424726,"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."}}