{"id":"W1989933258","doi":"10.1177/1533034615572341","title":"4DCT Simulation With Synchronized Contrast Injection in Liver SBRT Patients","year":2015,"lang":"en","type":"article","venue":"Technology in Cancer Research & Treatment","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Intravenous contrast; Computer science; Contrast (vision); Visibility; Medicine; Computed tomography; Set (abstract data type); Nuclear medicine; Radiology; Computer vision; Physics","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":[0.0002896697,0.0004052565,0.0003529098,0.0003632284,0.0001730304,0.0005962689,0.0005165327,0.0008279044,0.002889381],"category_scores_gemma":[0.002017354,0.0003421729,0.0005025024,0.0004545525,0.0002136521,0.0002038983,0.0003519801,0.0004417203,0.0006351897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000708197,"about_ca_system_score_gemma":0.0006052554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0107642,"about_ca_topic_score_gemma":0.006596852,"domain_scores_codex":[0.9998463,0.00006399551,0.0000143352,0.00002254715,0.00003546722,0.00001731127],"domain_scores_gemma":[0.9995605,0.0002387707,0.00006251677,0.00003808113,0.00005995198,0.00004011221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001082671,0.0002320461,0.02042252,0.000139533,0.00007287935,0.001678793,0.0001907844,0.9456472,0.006423716,0.00116627,0.002709118,0.0202345],"study_design_scores_gemma":[0.0002470114,0.0003350948,0.007731909,0.00003231179,0.00006079347,0.001046908,0.00008256952,0.9767175,0.008888594,0.000946263,0.003860442,0.00005062593],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8688833,0.001351184,0.1083519,0.0009118987,0.0001318196,0.0003420351,0.002983327,0.001077006,0.01596748],"genre_scores_gemma":[0.9821281,0.0002552217,0.01466654,0.0001254466,0.00001554784,0.0001056971,0.001063106,0.0002082681,0.001432002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0107642,"threshold_uncertainty_score":0.02140313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05484640372699172,"score_gpt":0.4104733420949231,"score_spread":0.3556269383679314,"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."}}