{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002489326,0.0001997589,0.0004607722,0.00007264603,0.0002291325,0.0001021371,0.0003052815,0.0001835593,0.000054604],"category_scores_gemma":[0.003486944,0.0001892551,0.0001894465,0.0001370362,0.0001463944,0.0006644247,0.0001440179,0.0002555923,0.00000488923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002993716,"about_ca_system_score_gemma":0.0001426956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001218909,"about_ca_topic_score_gemma":0.0006944424,"domain_scores_codex":[0.9985498,0.0003115339,0.00043499,0.0004070912,0.0001516432,0.0001449661],"domain_scores_gemma":[0.9921359,0.006933282,0.0001588187,0.0005310713,0.0001297177,0.0001111973],"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":[0.006059867,0.0007000503,0.004372007,0.003902064,0.01039996,0.00002360349,0.01334612,0.0002880028,0.0002273177,0.1293056,0.814605,0.01677046],"study_design_scores_gemma":[0.01263982,0.002513174,0.09651295,0.003939589,0.01212043,0.000001816413,0.2934388,0.007160468,0.006149286,0.2264416,0.3349311,0.004150953],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6902554,0.003350112,0.09283472,0.191811,0.004427798,0.007486362,0.006691654,0.001175764,0.00196713],"genre_scores_gemma":[0.9612973,0.004882963,0.01875417,0.0002031558,0.0003937307,0.00002175291,0.006223137,0.00009140906,0.008132354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4796739,"threshold_uncertainty_score":0.77176,"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."}}