{"id":"W4381662144","doi":"10.3390/s23125761","title":"An Optical Sensory System for Assessment of Residual Cancer Burden in Breast Cancer Patients Undergoing Neoadjuvant Chemotherapy","year":2023,"lang":"en","type":"article","venue":"Sensors","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"BC Cancer Agency; Natural Sciences and Engineering Research Council of Canada; University of British Columbia; Michael Smith Health Research BC","keywords":"Breast cancer; Medicine; Cancer; Residual; Oncology; Chemotherapy; Internal medicine; Optical imaging; Radiology; Computer science; Algorithm","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004110356,0.0003477086,0.0002937697,0.0004050163,0.00009813917,0.0003239336,0.0003058498,0.0004304633,0.0005897051],"category_scores_gemma":[0.001094617,0.0001495197,0.0002540052,0.0003046853,0.0001642898,0.0003268306,0.0003337614,0.0003014389,0.0001832437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002614617,"about_ca_system_score_gemma":0.0001957958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007686426,"about_ca_topic_score_gemma":0.001093445,"domain_scores_codex":[0.9997472,0.00006966505,0.00001175563,0.00005526422,0.00009396808,0.00002211053],"domain_scores_gemma":[0.999706,0.000113627,0.00006318441,0.0000225379,0.00008012127,0.00001457465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001849677,0.0004255971,0.1593761,0.0005176447,0.0001902268,0.0004165836,0.0003605937,0.03497875,0.4709625,0.0005037271,0.002015647,0.328403],"study_design_scores_gemma":[0.00005398571,0.002345737,0.154054,0.00006735683,0.0002204032,0.001472165,0.0003426692,0.6517587,0.186077,0.0007890512,0.002677988,0.0001409503],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8600433,0.001340264,0.1343762,0.000358514,0.0001160934,0.0001059913,0.000544317,0.001027595,0.002087712],"genre_scores_gemma":[0.9775589,0.0002859804,0.02124277,0.0001442597,0.00001977617,0.00005876026,0.0001271579,0.00001735235,0.0005449749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007686426,"threshold_uncertainty_score":0.002173781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02083158957528328,"score_gpt":0.3715922216211076,"score_spread":0.3507606320458243,"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."}}