{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002276259,0.000156465,0.0004044237,0.0001799858,0.00003974174,0.00001530579,0.00007216866,0.00009714985,0.00001928554],"category_scores_gemma":[0.00002478539,0.0001336922,0.00006865822,0.00024031,0.0000746202,0.0000476524,0.00001695188,0.0001686553,0.000001863429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00036342,"about_ca_system_score_gemma":0.0001906045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006031787,"about_ca_topic_score_gemma":0.0000592338,"domain_scores_codex":[0.9986379,0.00004363306,0.0003393073,0.0003100021,0.0003020469,0.000367092],"domain_scores_gemma":[0.9992899,0.0001174712,0.00007606055,0.0002320623,0.0001627865,0.0001217518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001408477,0.0009148823,0.7203672,0.002746849,0.0003335653,0.0001184555,0.001659252,0.003592089,0.2453596,0.0031203,0.002193055,0.01818629],"study_design_scores_gemma":[0.006826961,0.001182848,0.7876353,0.002704056,0.0001817508,0.00002178695,0.002312786,0.1077334,0.09061025,0.0001108471,0.000176551,0.0005035246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950164,0.00002482344,0.00007911445,0.003214999,0.0001358839,0.0005725711,0.0001157868,0.0002618694,0.0005785625],"genre_scores_gemma":[0.9945445,0.0001716652,0.004556302,0.0001065815,0.0002081545,0.00008413577,0.00002760172,0.00004806823,0.0002530039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1547493,"threshold_uncertainty_score":0.545181,"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."}}