{"id":"W2052025909","doi":"10.1097/rli.0b013e3181f9202d","title":"Assessment and Monitoring Tumor Vascularity With Contrast-Enhanced Ultrasound Maximum Intensity Persistence Imaging","year":2010,"lang":"en","type":"article","venue":"Investigative Radiology","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"FujiFilm VisualSonics (Canada)","funders":"National Cancer Institute","keywords":"Vascularity; Contrast-enhanced ultrasound; Ultrasound; Persistence (discontinuity); Contrast (vision); Intensity (physics); Medicine; Radiology; Optics; Physics; Geology","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":[0.0001222985,0.0001999621,0.0002762144,0.00004941424,0.0001690513,0.0000431288,0.0001329663,0.00006208936,0.00001439155],"category_scores_gemma":[0.0000632412,0.0001745131,0.0000357274,0.0001141206,0.0009186992,0.0001139941,0.00001781557,0.0005517707,0.000004946567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005453919,"about_ca_system_score_gemma":0.00004593165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000348366,"about_ca_topic_score_gemma":0.00005378832,"domain_scores_codex":[0.9991381,0.0000337641,0.0001543573,0.0002977258,0.00008568439,0.0002903339],"domain_scores_gemma":[0.9992447,0.0002126604,0.00004145416,0.0002380102,0.0000978054,0.0001654005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000003199414,0.00001128329,0.1575536,0.00001527192,0.00007302679,0.000006430269,0.0005130491,0.0001225358,0.8401917,0.000929184,0.00001244536,0.0005682786],"study_design_scores_gemma":[0.000610429,0.00005265715,0.8721173,0.00003527043,0.00007289371,0.000727897,0.0009250694,0.001573095,0.1176566,0.005400165,0.0004115689,0.0004169688],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989678,0.0001296657,0.008196881,0.0001529241,0.0002351802,0.000206969,0.00001029569,0.000202508,0.001187572],"genre_scores_gemma":[0.9810773,0.00002902519,0.01853434,0.0001069627,0.0001375091,0.00007496976,0.000007664458,0.00002537597,0.000006846402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7225351,"threshold_uncertainty_score":0.7116439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01314903510672767,"score_gpt":0.2287660954384226,"score_spread":0.215617060331695,"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."}}