{"id":"W4385284056","doi":"10.33393/jcb.2016.2066","title":"Novel blood test to predict neoplastic activity in healthy patients and metastatic recurrence after primary tumor resection","year":2016,"lang":"en","type":"article","venue":"Journal of Circulating Biomarkers","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Primary tumor; Resection; Blood test; Oncology; Internal medicine; Metastasis; Surgery; Cancer","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":[0.0004244249,0.0003676609,0.0004005099,0.0008967766,0.0002060548,0.0008560927,0.0002765782,0.0006953414,0.003236218],"category_scores_gemma":[0.002488062,0.0001506878,0.00020955,0.0005412666,0.0002144279,0.0004091548,0.0002085036,0.0005117813,0.001175992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002011593,"about_ca_system_score_gemma":0.0002458186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000374025,"about_ca_topic_score_gemma":0.0004326548,"domain_scores_codex":[0.9997168,0.00006193083,0.00003284743,0.00006839264,0.00007777163,0.00004212544],"domain_scores_gemma":[0.9990233,0.0003744919,0.0002158481,0.00007509359,0.0001569352,0.00015436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002281383,0.0004013228,0.9343187,0.00008815422,0.0001151726,0.0009265514,0.0001036224,0.0002610589,0.01455178,0.0002833721,0.002450401,0.04421849],"study_design_scores_gemma":[0.0002353379,0.002724086,0.9576803,0.00006039437,0.0002623725,0.00725726,0.0003088391,0.00742725,0.01612945,0.0009158362,0.006957673,0.00004125826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881132,0.00300641,0.001785865,0.0005707882,0.0002529451,0.00005084993,0.001178702,0.0001168932,0.004924327],"genre_scores_gemma":[0.9957201,0.0003420244,0.001022663,0.0002219838,0.0002092874,0.00003562861,0.0008582447,0.00001052918,0.001579706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003236218,"threshold_uncertainty_score":0.01082617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01151227479306701,"score_gpt":0.2757994128402182,"score_spread":0.2642871380471512,"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."}}