{"id":"W2010668342","doi":"10.1016/j.ejrad.2014.02.013","title":"Prediction of treatment response in head and neck carcinomas using IVIM-DWI: Evaluation of lymph node metastasis","year":2014,"lang":"en","type":"article","venue":"European Journal of Radiology","topic":"MRI in cancer diagnosis","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Intravoxel incoherent motion; Lymph; Lymph node; Radiology; Effective diffusion coefficient; Nuclear medicine; Diffusion MRI; Perfusion; Head and neck; Metastasis; Head and neck squamous-cell carcinoma; Head and neck cancer; Magnetic resonance imaging; Pathology; Cancer; Surgery; Internal medicine; Radiation therapy","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":[0.001139378,0.0003487116,0.0004111681,0.0007043643,0.0001430941,0.0003771954,0.0002841504,0.0004333406,0.0005043788],"category_scores_gemma":[0.002034297,0.0001098165,0.0002341166,0.0003071486,0.0002013652,0.0003005118,0.0001748123,0.0002749206,0.0001682125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003223858,"about_ca_system_score_gemma":0.0002814488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001687474,"about_ca_topic_score_gemma":0.001762648,"domain_scores_codex":[0.999749,0.0001046148,0.0000314043,0.00003185093,0.00004692436,0.00003607332],"domain_scores_gemma":[0.9993826,0.0003028844,0.0001135917,0.00002886622,0.00009868466,0.00007345394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004027199,0.0001958594,0.8882573,0.0001519488,0.0001373515,0.0002493494,0.0001528171,0.003140088,0.0208024,0.00008006052,0.0004575903,0.08234811],"study_design_scores_gemma":[0.00007819545,0.002272583,0.9606078,0.00003775552,0.0002991558,0.0007413269,0.0003199406,0.02395787,0.009583394,0.0002464915,0.00183101,0.00002443554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961985,0.00137579,0.001172773,0.0001078606,0.00001843198,0.00003642252,0.0001304209,0.00001760643,0.000942194],"genre_scores_gemma":[0.9984762,0.0003040562,0.000736727,0.00001508785,0.00001645768,0.00002141216,0.0001623291,0.000004393898,0.0002634364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001687474,"threshold_uncertainty_score":0.006025672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1128815943965258,"score_gpt":0.3355715992898236,"score_spread":0.2226900048932978,"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."}}