{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000137324,0.0007504612,0.001053356,0.0005965338,0.00009733212,0.0004328282,0.0004246257,0.0005376228,0.002610113],"category_scores_gemma":[0.0003538284,0.0006420694,0.0007599982,0.0005974046,0.0002100756,0.0004018348,0.0001568698,0.0009936553,0.03177996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000112683,"about_ca_system_score_gemma":0.0001653985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001045041,"about_ca_topic_score_gemma":0.00001258131,"domain_scores_codex":[0.9968841,0.00002900701,0.0005678114,0.0009121536,0.0008141172,0.0007928248],"domain_scores_gemma":[0.9975142,0.0002398998,0.0002438033,0.001486635,0.0001459409,0.0003695122],"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":[0.0002346448,0.000407771,0.0002324574,0.0004413178,0.0003382487,0.00007150786,0.00001585603,6.828276e-7,0.00002889816,0.000001885373,0.9957104,0.002516365],"study_design_scores_gemma":[0.00123099,0.0009737999,0.0004469008,0.0004209701,0.0003853619,0.0005049703,0.00004218201,0.000003205978,0.000005929942,0.00002836325,0.995268,0.0006892854],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0004595098,0.000633274,0.00002901563,0.0000844676,0.0008767797,0.0005811781,0.9729064,0.0002191042,0.02421029],"genre_scores_gemma":[0.001148379,0.00009763819,0.00008606762,0.0007126735,0.0007490717,0.00003912764,0.9769663,0.0001042166,0.02009655],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02916985,"threshold_uncertainty_score":0.999603,"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."}}