{"id":"W7131289373","doi":"10.1109/icoiics67115.2025.11390235","title":"Nanorobot-Assisted Ultrasound Imaging for Early Detection of Gastric Disorders","year":2025,"lang":"","type":"article","venue":"","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Thresholding; Ultrasound; Image quality; Histogram; Image processing; Cancer detection; Adaptive histogram equalization; Cancer; Histogram equalization","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002090678,0.0003641304,0.0003192368,0.0004171746,0.0001144091,0.0002422871,0.0002210742,0.0005066265,0.0007613556],"category_scores_gemma":[0.0002638665,0.0001889824,0.0002584281,0.0001949698,0.0001876922,0.0002967081,0.0002193847,0.0001378564,0.0002465578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000159799,"about_ca_system_score_gemma":0.000111919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003079708,"about_ca_topic_score_gemma":0.0006918843,"domain_scores_codex":[0.999863,0.00003557452,0.000006165568,0.00002893313,0.00005093861,0.00001530833],"domain_scores_gemma":[0.9998859,0.00004824901,0.0000217693,0.000008509985,0.00002669587,0.00000876655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000105302,0.00001633345,0.0002057578,0.0001633946,0.00001056877,0.0001047191,0.00002518343,0.0009994147,0.9805299,0.0002315035,0.00009011861,0.01751775],"study_design_scores_gemma":[0.00001166889,0.0004699963,0.002683959,0.00002738473,0.00004201178,0.0009714423,0.00004453552,0.03556344,0.954273,0.0003105159,0.005563454,0.0000385817],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5477908,0.01769302,0.4269128,0.0004093307,0.0002653057,0.0001744745,0.0002508052,0.001269055,0.005234336],"genre_scores_gemma":[0.786644,0.004631708,0.2043418,0.0001746561,0.00005586051,0.00007961777,0.0001317403,0.00009896974,0.003841601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007613556,"threshold_uncertainty_score":0.002547026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005344350085818766,"score_gpt":0.2197693677745971,"score_spread":0.2144250176887783,"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."}}