{"id":"W2324227650","doi":"10.1016/j.brachy.2014.02.342","title":"Deformable Image Registration for Defining the Postoperative Seroma in PBSI","year":2014,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Seroma; Image registration; Surgery; Computer vision; Image (mathematics)","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":[0.0009728182,0.0006643336,0.0005078541,0.00133275,0.0003055825,0.001276158,0.0007925678,0.0007679804,0.001894376],"category_scores_gemma":[0.003401665,0.000569204,0.0008156251,0.001086322,0.0004629827,0.0008980972,0.001051523,0.00123706,0.0009243548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004225169,"about_ca_system_score_gemma":0.000948826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00260397,"about_ca_topic_score_gemma":0.002502811,"domain_scores_codex":[0.9995815,0.0001148037,0.0000440881,0.00007551492,0.0001375187,0.00004656303],"domain_scores_gemma":[0.999376,0.0002145713,0.0001038562,0.0001709102,0.0001047974,0.00002978932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009622789,0.0001555576,0.01060996,0.0005889163,0.0001296124,0.0009623253,0.0006249987,0.07311212,0.1316347,0.007005981,0.004877385,0.7693363],"study_design_scores_gemma":[0.00005242549,0.000383373,0.01492689,0.0001330602,0.0002362442,0.004339798,0.0003096817,0.8214023,0.1326985,0.005318992,0.02003905,0.0001598082],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05812549,0.001458521,0.9338154,0.0002498668,0.0001381548,0.0002316378,0.0003134741,0.001730765,0.003936823],"genre_scores_gemma":[0.5368088,0.001588521,0.4548702,0.0002043559,0.00008186409,0.0002460793,0.0006996383,0.001137062,0.004363588],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00260397,"threshold_uncertainty_score":0.006337345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01417428619385988,"score_gpt":0.3034364865925422,"score_spread":0.2892622003986823,"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."}}