{"id":"W3198134821","doi":"10.1186/s12885-021-08706-7","title":"In vivo assessment of prostate cancer response using quantitative ultrasound characterization of ultrasonic scattering properties","year":2021,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Hospital; Sunnybrook Health Science Centre","funders":"Canadian Cancer Society Research Institute","keywords":"Ultrasound; Microbubbles; Medicine; Prostate cancer; In vivo; Prostate; Ultrasonic sensor; Biomedical engineering; Nuclear medicine; Cancer; Radiology; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001168683,0.0001148981,0.0002208839,0.00008186098,0.00002944215,0.00001644095,0.00006886091,0.00004275508,0.0002156458],"category_scores_gemma":[0.00002615177,0.000114797,0.00004130363,0.0003508852,0.00005568583,0.0001790604,0.00001091114,0.00007894979,5.54011e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000195716,"about_ca_system_score_gemma":0.0003299849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003014618,"about_ca_topic_score_gemma":0.0006758182,"domain_scores_codex":[0.999198,0.00005581393,0.0003061889,0.0001549277,0.0001269158,0.0001581083],"domain_scores_gemma":[0.9995221,0.00009250316,0.0000864856,0.000157512,0.0001161096,0.00002529584],"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":[0.00004672152,0.00003448108,0.03810858,0.000265611,0.00003176784,5.28884e-7,0.001408838,0.0327558,0.9271922,0.00007028157,0.00000445902,0.00008076235],"study_design_scores_gemma":[0.0003308232,0.00001467163,0.1451404,0.0004507247,0.00002967713,0.000004300553,0.0004155519,0.01100763,0.8418781,0.00001200926,0.0005449065,0.0001712167],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997017,0.0007584919,0.001534205,0.00004596708,0.0001334289,0.000224149,0.0002010126,0.00002627899,0.00005942188],"genre_scores_gemma":[0.9970022,0.0008697927,0.001700454,0.00001998455,0.00002868805,0.0001829495,0.000007450852,0.00003046803,0.0001579432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1070318,"threshold_uncertainty_score":0.4681286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0346322746584097,"score_gpt":0.3043802623368201,"score_spread":0.2697479876784104,"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."}}