{"id":"W7025043481","doi":"","title":"The theory of and practical consideration for ultrasound guided interventions: from phantom data to clinical studies","year":2020,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Stability and Controllability of Differential Equations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Imaging phantom; Ultrasound; Medical imaging; Ultrasound imaging; Data acquisition; Current (fluid); Point (geometry); Imaging technique","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02158149,0.00138233,0.001497998,0.002631657,0.000831808,0.006070967,0.004830487,0.005038479,0.007282517],"category_scores_gemma":[0.1465876,0.001457461,0.001122543,0.00154491,0.006064445,0.005297348,0.002320307,0.003827933,0.001121171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003531002,"about_ca_system_score_gemma":0.002791615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004726101,"about_ca_topic_score_gemma":0.002543768,"domain_scores_codex":[0.9861326,0.009937483,0.0004081757,0.0008845069,0.002363523,0.0002737259],"domain_scores_gemma":[0.8818892,0.1038158,0.003395219,0.0057094,0.004299624,0.0008908238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001040947,0.0007317826,0.01561068,0.00281943,0.0002523934,0.001037302,0.00171457,0.2181996,0.005992217,0.4350599,0.02477263,0.2927686],"study_design_scores_gemma":[0.0002734313,0.001168674,0.005245917,0.002160117,0.00015011,0.001796719,0.0009455302,0.5706747,0.004485081,0.3544989,0.05828128,0.0003194907],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06605356,0.04160747,0.7388633,0.08741455,0.002144382,0.001125093,0.001249846,0.001219869,0.06032203],"genre_scores_gemma":[0.6702184,0.02142948,0.2890481,0.008254297,0.001326374,0.002002745,0.0006234911,0.0004951222,0.006601901],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02158149,"threshold_uncertainty_score":0.1141351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1067681816112651,"score_gpt":0.3439494073440641,"score_spread":0.237181225732799,"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."}}