{"id":"W2765018580","doi":"10.1117/12.912182","title":"A molecular image-directed, 3D ultrasound-guided biopsy system for the prostate","year":2012,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials","funders":"National Institutes of Health; National Cancer Institute; Emory University; Georgia Cancer Coalition","keywords":"Prostate biopsy; Prostate; Ultrasound; Computer science; Biopsy; Radiology; Medicine; Cancer; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008353362,0.0002721419,0.0002707167,0.00004294689,0.0001032926,0.00007934525,0.0009890042,0.0002460967,0.000006332165],"category_scores_gemma":[0.001245364,0.0001836776,0.0005621833,0.0002323041,0.0004143013,0.00003989503,0.0002245636,0.000241259,9.492945e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001090634,"about_ca_system_score_gemma":0.0000366235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006162881,"about_ca_topic_score_gemma":2.500987e-8,"domain_scores_codex":[0.9980035,3.030994e-8,0.0004904307,0.0003430784,0.000588245,0.0005747211],"domain_scores_gemma":[0.9980642,0.0001442526,0.0002232859,0.00009536208,0.001306418,0.0001664532],"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":[0.0001338129,0.00009590311,0.0001499667,0.0004775814,0.0003623619,4.393913e-8,0.00003917175,0.000002566855,0.9204375,0.0654756,0.01272417,0.000101304],"study_design_scores_gemma":[0.0005639474,0.0002216481,0.0000890856,0.0001211845,0.0001008865,0.00005271158,0.0003403718,0.001954947,0.9834751,0.0002194809,0.01263877,0.0002217978],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948071,0.0004759734,0.0006095064,0.001172902,0.0001909338,0.0009037966,0.00009497481,0.00008743638,0.001657389],"genre_scores_gemma":[0.765832,0.0002828286,0.2308788,0.000178853,0.001126019,0.001131824,0.00006020867,0.0001091594,0.0004003105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2302693,"threshold_uncertainty_score":0.7490155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008925507778428269,"score_gpt":0.2677375790274968,"score_spread":0.2588120712490686,"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."}}