{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009977353,0.0001278854,0.000334006,0.0003502775,0.00004671751,0.00002268355,0.00005953129,0.00003252677,0.000009685247],"category_scores_gemma":[0.004776636,0.00008597778,0.00006343997,0.0002747082,0.00007047715,0.0001781229,0.00003560397,0.0002959486,0.000001037266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000173816,"about_ca_system_score_gemma":0.000175153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003005023,"about_ca_topic_score_gemma":0.000005858044,"domain_scores_codex":[0.9985492,0.000083556,0.0004988124,0.0001974067,0.0004256137,0.0002453871],"domain_scores_gemma":[0.9984077,0.0006940391,0.0003560844,0.0001018199,0.0001348818,0.0003054897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001495279,0.0003948161,0.8762832,0.0002232836,0.00008465291,0.000127892,0.0001329885,0.00001129047,0.07147683,6.43329e-7,0.00006954483,0.04969956],"study_design_scores_gemma":[0.004884888,0.001547833,0.9896721,0.001714352,0.000111996,0.0007012567,0.00001655725,0.001008293,0.0001766927,0.0000180764,0.00004955559,0.00009842626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930946,0.0001046929,0.004463404,0.001777157,0.0002709681,0.0002157009,0.000006141405,0.000008708193,0.00005858024],"genre_scores_gemma":[0.9940317,0.00002006296,0.005375339,0.0004481052,0.00009522452,0.000005112351,8.134381e-7,0.00001746123,0.000006177393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1133889,"threshold_uncertainty_score":0.5718424,"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."}}