{"id":"W4407568310","doi":"10.1117/12.3047317","title":"Three-dimensional ultrasound imaging for oral cavity squamous cell carcinoma","year":2025,"lang":"en","type":"article","venue":"","topic":"Oral and Maxillofacial Pathology","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; University of Toronto","funders":"","keywords":"Basal cell; Oral cavity; Ultrasound; Ultrasonic imaging; Ultrasound imaging; Radiology; Medicine; Pathology; Dentistry","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":[0.001588022,0.0002808143,0.0002720841,0.0009717913,0.0001912445,0.0006522522,0.0002982103,0.0004150078,0.001221754],"category_scores_gemma":[0.00242837,0.0001741112,0.000290672,0.0003303536,0.0004148874,0.0003466392,0.0004889854,0.0003035106,0.0002894941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003599195,"about_ca_system_score_gemma":0.0005379779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007293219,"about_ca_topic_score_gemma":0.001753166,"domain_scores_codex":[0.9993559,0.0003706109,0.00003573515,0.00002531948,0.000183571,0.0000288535],"domain_scores_gemma":[0.9992633,0.0003954462,0.00009554387,0.00008133447,0.00012618,0.00003818034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002061861,0.0003512717,0.1079833,0.0008746267,0.0001055364,0.001520432,0.0005014136,0.002429262,0.3478928,0.001168032,0.001269071,0.5338424],"study_design_scores_gemma":[0.0002301005,0.00738512,0.5790973,0.0007490527,0.0006707086,0.02751024,0.002126426,0.0447427,0.2986731,0.00363179,0.03478228,0.0004010557],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.916354,0.02979132,0.04543611,0.0006852169,0.0001439941,0.0002922196,0.0001557965,0.0003116772,0.006829636],"genre_scores_gemma":[0.955358,0.004938066,0.03865141,0.0001745296,0.0000411189,0.00009370501,0.00007425675,0.00002589501,0.0006430472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001588022,"threshold_uncertainty_score":0.008398354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01521817492173974,"score_gpt":0.2717508877736641,"score_spread":0.2565327128519244,"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."}}