{"id":"W2950908011","doi":"10.1118/1.3533942","title":"Validation of SPAMM tagged MRI based measurement of 3D soft tissue deformation","year":2011,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced MRI Techniques and Applications","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Science Foundation Ireland","keywords":"Imaging phantom; Quasistatic process; Displacement (psychology); Deformation (meteorology); Biomedical engineering; Artificial intelligence; Indentation; Computer vision; Computer science; Materials science; Physics; Medicine; Nuclear medicine","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":[0.00125101,0.0003967066,0.0002520875,0.0004256033,0.0001609043,0.000332441,0.0005038794,0.0005849127,0.0005624925],"category_scores_gemma":[0.003296416,0.0002122623,0.0001308533,0.000142498,0.0004690152,0.0003469928,0.000476816,0.000332525,0.0003072594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001550563,"about_ca_system_score_gemma":0.0002659771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003352328,"about_ca_topic_score_gemma":0.0006101507,"domain_scores_codex":[0.9994423,0.0001609532,0.00003644666,0.00009449722,0.0002412981,0.00002451463],"domain_scores_gemma":[0.9987784,0.0004241811,0.0002213394,0.0001864699,0.000334751,0.0000548327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001678621,0.00002860406,0.002139188,0.0001150174,0.00001252614,0.0001090996,0.00008536852,0.00123874,0.9749197,0.0001065927,0.00008989272,0.02098745],"study_design_scores_gemma":[0.00003272137,0.001177947,0.02473428,0.00004327648,0.00004871547,0.001843077,0.00008745142,0.02874934,0.9407247,0.0001822856,0.002327525,0.00004859913],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6525987,0.001897751,0.3425892,0.0001970953,0.0001161124,0.000148829,0.0002152322,0.0007728164,0.001464338],"genre_scores_gemma":[0.859956,0.0006127991,0.1378475,0.0002192691,0.00004052068,0.0001586007,0.0002695911,0.0001007753,0.0007948889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00125101,"threshold_uncertainty_score":0.006616056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05129552433488165,"score_gpt":0.3094225405216744,"score_spread":0.2581270161867927,"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."}}