{"id":"W3104209029","doi":"10.1109/ius46767.2020.9251621","title":"Interpretation based on stochastic geometry of homodyned-K distribution scatterer clustering parameter for quantitative ultrasound imaging","year":2020,"lang":"en","type":"article","venue":"","topic":"Ultrasound Imaging and Elastography","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Cluster analysis; Envelope (radar); Interpretation (philosophy); Resolution (logic); Distribution (mathematics); Image resolution; Geometry; Estimation theory; Work (physics); Mathematics; Physics; Mathematical analysis; Statistical physics; Algorithm; Optics; Statistics; Computer science; Radar; Artificial intelligence","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":[0.00113112,0.0004531511,0.0005489031,0.001348961,0.0003740129,0.001114173,0.001071691,0.0008430005,0.001782241],"category_scores_gemma":[0.003412249,0.0002604595,0.0005864342,0.0007124617,0.001499049,0.001466724,0.0007913803,0.0007898336,0.0003419831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001098026,"about_ca_system_score_gemma":0.0006099656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001697197,"about_ca_topic_score_gemma":0.0008077645,"domain_scores_codex":[0.9994761,0.0001807527,0.00002601842,0.0001353421,0.0001338277,0.00004799857],"domain_scores_gemma":[0.9988392,0.0005445805,0.0001715629,0.0001585336,0.0002071305,0.00007889336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001058127,0.00003350195,0.00307623,0.0001557089,0.00004292871,0.0004562877,0.0002730012,0.378852,0.02783013,0.5620419,0.001447016,0.02568558],"study_design_scores_gemma":[0.00000750597,0.00002839063,0.001434603,0.00001463811,0.000008449981,0.0003725433,0.00005706956,0.9079771,0.002698132,0.08570451,0.001660133,0.00003687753],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02858669,0.0003104665,0.9687749,0.0001889996,0.00003487911,0.00002610903,0.0001185264,0.0001940468,0.001765525],"genre_scores_gemma":[0.8674163,0.0006722888,0.1289365,0.0001585382,0.0001117758,0.00009975342,0.0002584174,0.0001577174,0.002188696],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001782241,"threshold_uncertainty_score":0.007966757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01752526395999878,"score_gpt":0.2818876452379726,"score_spread":0.2643623812779738,"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."}}