{"id":"W4386100001","doi":"10.1117/1.jbo.28.8.085001","title":"Multivariate analysis of breast tissue using optical parameters extracted from a combined time-resolved fluorescence and diffuse reflectance system for tumor margin detection","year":2023,"lang":"en","type":"article","venue":"Journal of Biomedical Optics","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Hospital; St. Joseph’s Healthcare Hamilton; McMaster University","funders":"","keywords":"Breast tumor; Breast tissue; Surgical margin; Breast cancer; Margin (machine learning); Ductal carcinoma; Pathology; Medicine; Biomedical engineering; Cancer; Computer science; 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":[0.001313354,0.0007179411,0.0004194589,0.001300533,0.0001648982,0.000476428,0.0002384949,0.0002822315,0.0009710802],"category_scores_gemma":[0.001963045,0.0001369035,0.0009636773,0.000750737,0.0001857709,0.0003563352,0.0003057815,0.0004114431,0.0003315314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002561221,"about_ca_system_score_gemma":0.0002689789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001725565,"about_ca_topic_score_gemma":0.001845783,"domain_scores_codex":[0.9995456,0.0001230834,0.00002939036,0.0001190084,0.0001366041,0.00004630999],"domain_scores_gemma":[0.9991089,0.0004088988,0.0001661964,0.00008262981,0.0001828339,0.00005066433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002141417,0.0005547372,0.6317437,0.0001947132,0.0008886911,0.0002267571,0.0002365917,0.04161073,0.1129502,0.0002369939,0.001210984,0.2080044],"study_design_scores_gemma":[0.00003098028,0.0006274866,0.5094777,0.00002236902,0.0004546701,0.0004843235,0.0001870741,0.4621049,0.0256929,0.0002666375,0.0005879201,0.00006305559],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657946,0.000191677,0.03295982,0.0000583291,0.00001238116,0.00003126518,0.0004505817,0.0002449915,0.0002562296],"genre_scores_gemma":[0.9908094,0.00006021535,0.008473609,0.000008082289,0.000007660021,0.00001893717,0.0004066325,0.00001872091,0.0001966993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001725565,"threshold_uncertainty_score":0.006945789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01916238107877945,"score_gpt":0.3227403935330694,"score_spread":0.3035780124542899,"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."}}