{"id":"W4244262366","doi":"10.1121/1.5138926.1","title":"10.1121/1.5138926.1","year":2019,"lang":"en","type":"dataset","venue":"Default Digital Object Group","topic":"Ultrasound Imaging and Elastography","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Tikhonov regularization; Anechoic chamber; Beamforming; Inverse problem; Vibration; Computer science; Transient (computer programming); Algorithm; Coherence (philosophical gambling strategy); Time domain; Regularization (linguistics); Acoustics; Mathematics; Physics; Artificial intelligence; Computer vision; Mathematical analysis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001271168,0.003374259,0.002235382,0.003357737,0.0009505004,0.003576024,0.00478837,0.004531773,0.2721618],"category_scores_gemma":[0.004195798,0.0009411827,0.001202664,0.004637503,0.0007197634,0.001826146,0.003479932,0.001936581,0.5189148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009103813,"about_ca_system_score_gemma":0.001790678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004956553,"about_ca_topic_score_gemma":0.00767143,"domain_scores_codex":[0.998773,0.0001691835,0.0001170375,0.0004455657,0.0002905454,0.0002046332],"domain_scores_gemma":[0.9991189,0.0001914951,0.00009115646,0.000286437,0.0001688563,0.0001431597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00015476,0.00005710628,0.001519645,0.00125234,0.00005043574,0.00006345806,0.00002319516,0.001022268,0.000762313,0.0005607739,0.9742052,0.02032846],"study_design_scores_gemma":[0.00025462,0.00006437377,0.003344273,0.0003813884,0.00004434178,0.0001944261,0.00005549641,0.002705749,0.001103875,0.002998742,0.9888054,0.00004734648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000401879,0.00042849,0.0009684984,0.0002738506,0.0001729762,0.00006362255,0.9909374,0.003964316,0.002789009],"genre_scores_gemma":[0.0007077996,0.0002181012,0.0009104362,0.0001227598,0.00002297069,0.0001862685,0.9953667,0.0001901506,0.002274781],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.7278382,"threshold_uncertainty_score":0.910472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01065773419896353,"score_gpt":0.2562801283416554,"score_spread":0.2456223941426918,"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."}}