{"id":"W4362487640","doi":"10.1117/12.2654015","title":"Navigated surgical resection cavity inspection for breast conserving surgery","year":2023,"lang":"en","type":"article","venue":"","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Queen's University","funders":"","keywords":"Breast cancer; Resection; Medicine; Breast-conserving surgery; Surgery; Surgical resection; Cancer; Radiology; Mastectomy; Internal 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":[0.0002853359,0.0003522949,0.0002267386,0.0004571908,0.0001121486,0.0003410035,0.0004551386,0.0004463375,0.003421738],"category_scores_gemma":[0.001121269,0.0002328526,0.0003323795,0.0001474091,0.0001744846,0.0004637898,0.0006719736,0.0003797552,0.0008576555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001761339,"about_ca_system_score_gemma":0.0005959998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008197102,"about_ca_topic_score_gemma":0.00135893,"domain_scores_codex":[0.9997575,0.00005128994,0.00001365943,0.00005374637,0.0001027962,0.00002097589],"domain_scores_gemma":[0.9995579,0.0002028419,0.00004868209,0.00006537342,0.00008622143,0.00003890417],"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":[0.0004705485,0.000165728,0.007526509,0.0004495293,0.00004601792,0.001391916,0.0004691532,0.008458489,0.4541451,0.001915375,0.008776625,0.516185],"study_design_scores_gemma":[0.0002679335,0.002385605,0.04956375,0.0004312151,0.0002188207,0.03385897,0.000378509,0.3365298,0.399753,0.005816008,0.1702798,0.0005165953],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1103811,0.002024892,0.8711723,0.0003626348,0.0001961635,0.0002208887,0.0003650829,0.00988088,0.005395976],"genre_scores_gemma":[0.4348369,0.001027215,0.5584913,0.0003619743,0.00008486917,0.0002468345,0.0004481622,0.0006839415,0.003818807],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003421738,"threshold_uncertainty_score":0.01144683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01683248565020765,"score_gpt":0.2509784346549408,"score_spread":0.2341459490047332,"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."}}