{"id":"W3048992533","doi":"10.1158/1538-7445.am2020-6442","title":"Abstract 6442: Investigation of custom biomarkers on circulating tumor cells from clinical samples using RarePlex® Developer Kits","year":2020,"lang":"en","type":"article","venue":"Cancer Research","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Circulating tumor cell; Biomarker; Prostate cancer; Breast cancer; Medicine; Cancer; Cancer biomarkers; Cancer research; Oncology; Computational biology; Internal medicine; Biology; Metastasis","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":[0.001510306,0.0005909154,0.0003862832,0.0007367985,0.0001524011,0.0007218702,0.0004009349,0.0005177512,0.002415304],"category_scores_gemma":[0.00236313,0.0002912773,0.0002071858,0.0003931623,0.0003045216,0.0002198274,0.000327959,0.0004108716,0.0008387671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001919465,"about_ca_system_score_gemma":0.000268159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003879559,"about_ca_topic_score_gemma":0.0004499361,"domain_scores_codex":[0.9983333,0.0004845337,0.0001442365,0.0003178008,0.0006165445,0.0001035875],"domain_scores_gemma":[0.99855,0.0007172633,0.0002306558,0.0001037098,0.00033084,0.00006755701],"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":[0.0001987064,0.00005954015,0.003699129,0.0001570676,0.00002717615,0.0001582093,0.0001434501,0.0006682986,0.9796631,0.0001885399,0.0006322504,0.01440454],"study_design_scores_gemma":[0.00002953781,0.0006242716,0.00590493,0.00002734838,0.00003623649,0.0006990607,0.00004931175,0.006793565,0.9818944,0.00009184524,0.003825867,0.00002362266],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.883804,0.001699068,0.1080931,0.0004170399,0.0001185729,0.0004542923,0.001513262,0.001440079,0.002460785],"genre_scores_gemma":[0.894575,0.0007900247,0.09504011,0.0003588854,0.00004572127,0.0006742737,0.00267092,0.0002401131,0.005604845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002415304,"threshold_uncertainty_score":0.008080006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4880729634401916,"score_gpt":0.4864996254312953,"score_spread":0.001573338008896363,"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."}}