{"id":"W4399711785","doi":"","title":"Adapted nonlinear full waveform inversion for ultrasound computed tomography of musculoskeletal tissue in children","year":2023,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NanoQuébec (Canada)","funders":"","keywords":"Computed tomography; Waveform; Nonlinear system; Ultrasound; Tomography; Inversion (geology); Computer science; Acoustics; Medicine; Biomedical engineering; Radiology; Physics; Geology; Seismology; Telecommunications","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":[0.0004775916,0.0002665826,0.0002310326,0.0003489457,0.0001416713,0.0006232202,0.0005778943,0.0007099867,0.00325967],"category_scores_gemma":[0.002962747,0.0002101063,0.0001946236,0.0003174316,0.0003146509,0.0004813069,0.001007383,0.0006264789,0.0007416931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002639893,"about_ca_system_score_gemma":0.0009612271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003855906,"about_ca_topic_score_gemma":0.005265618,"domain_scores_codex":[0.9998749,0.00004389636,0.000008580612,0.00001764471,0.00004055566,0.00001443322],"domain_scores_gemma":[0.9994229,0.0003144225,0.00004792924,0.00004977396,0.0001202444,0.00004486906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001339692,0.0001299761,0.03286682,0.001079519,0.0001164592,0.003938114,0.0007736048,0.08121647,0.4003343,0.008382818,0.008748863,0.4610733],"study_design_scores_gemma":[0.0001233811,0.0004982179,0.0640967,0.0003371579,0.000162426,0.02231303,0.0009165186,0.7726076,0.105701,0.009112675,0.02394115,0.000190167],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2781435,0.002608284,0.70503,0.001275273,0.0001544327,0.0002020572,0.0009116924,0.0007534267,0.01092128],"genre_scores_gemma":[0.6220049,0.002749036,0.3634225,0.0004475437,0.000164441,0.0002515056,0.0007700871,0.0005515426,0.009638275],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003855906,"threshold_uncertainty_score":0.01090467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01474675091683934,"score_gpt":0.2762607175782215,"score_spread":0.2615139666613822,"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."}}