{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002733284,0.0001065335,0.0001810756,0.00003446448,0.00009025785,0.00002742948,0.0000520776,0.0000479348,0.00005130498],"category_scores_gemma":[0.00008320136,0.00006637335,0.00006810993,0.0001416547,0.00004092059,0.0001212281,0.000007885636,0.00009514735,0.00002345584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028145,"about_ca_system_score_gemma":0.00005109575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001071259,"about_ca_topic_score_gemma":0.0002861326,"domain_scores_codex":[0.9992914,0.00005041899,0.0001737498,0.0001750489,0.0001205878,0.000188759],"domain_scores_gemma":[0.999477,0.0001749193,0.00005587602,0.0001906991,0.00005997868,0.00004153067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0189347,0.001519346,0.1716534,0.000237877,0.0005118645,0.000119499,0.01064783,0.0004569771,0.03381906,0.0737076,0.007213403,0.6811785],"study_design_scores_gemma":[0.02856955,0.009530259,0.6912937,0.0003185351,0.0001106105,0.0003481323,0.000690088,0.03063247,0.03657741,0.008011052,0.1932305,0.0006877285],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780188,0.0003228222,0.0009795622,0.004423853,0.00009999516,0.0008718355,0.000006006098,0.00003979555,0.01523739],"genre_scores_gemma":[0.9945233,0.00003975938,0.002468039,0.001683704,0.00005683204,0.0002477679,0.00003355826,0.0000181924,0.0009288616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6804907,"threshold_uncertainty_score":0.2706627,"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."}}