{"id":"W7144220405","doi":"10.71465/ajbe1590","title":"Advances in Biomedical Imaging and Visualization Technologies","year":2025,"lang":"","type":"article","venue":"American Journal of Biomedical Engineering","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Visualization; Optical coherence tomography; Medical imaging; Positron emission tomography; Magnetic resonance imaging; Imaging technology; Modalities; Photoacoustic imaging in biomedicine","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":[0.002848052,0.001010236,0.001097623,0.002850594,0.0007107344,0.004152955,0.001753118,0.002421122,0.008637066],"category_scores_gemma":[0.005376741,0.0006188803,0.0007908142,0.002466664,0.001432817,0.004715468,0.002366778,0.003371493,0.003826381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00131046,"about_ca_system_score_gemma":0.001263246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001003286,"about_ca_topic_score_gemma":0.0006289605,"domain_scores_codex":[0.9967059,0.0006760591,0.0002023233,0.000447641,0.001804322,0.0001636684],"domain_scores_gemma":[0.9960246,0.001765948,0.0003079811,0.0003988873,0.001309803,0.0001927751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001687937,0.0001418677,0.001549975,0.003308367,0.0001028963,0.0005658842,0.0005288821,0.003866376,0.08902463,0.1156114,0.03094082,0.7541901],"study_design_scores_gemma":[0.00003585541,0.0002211972,0.002041474,0.001039443,0.0001010963,0.003456228,0.0002542177,0.01754813,0.04512123,0.06608598,0.8639067,0.0001884568],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00864122,0.5258097,0.3615058,0.01830641,0.004284203,0.0001827383,0.0003866544,0.002521994,0.07836129],"genre_scores_gemma":[0.127042,0.4569778,0.3757174,0.005300354,0.007422041,0.0003622547,0.0005904464,0.0005274137,0.02606019],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008637066,"threshold_uncertainty_score":0.02889389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00162658213810328,"score_gpt":0.230325425593592,"score_spread":0.2286988434554887,"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."}}