{"id":"W2495493911","doi":"10.1158/1538-7445.am2016-511","title":"Abstract 511: Unbiased enrichment of circulating tumor cells directly from whole blood","year":2016,"lang":"en","type":"article","venue":"Cancer Research","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stemcell Technologies","funders":"","keywords":"Immunomagnetic separation; Whole blood; Chemistry; Chromatography; Haematopoiesis; Circulating tumor cell; Molecular biology; Biology; Immunology; Cell biology; Stem cell; Cancer; 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":[0.000407217,0.0004065672,0.0005225201,0.0004328897,0.0002091103,0.0005975432,0.0004544073,0.0003863882,0.00333859],"category_scores_gemma":[0.0005412315,0.0002338815,0.0001886558,0.0003167807,0.0001784798,0.0002086739,0.0004070012,0.0005334459,0.002394295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002360055,"about_ca_system_score_gemma":0.0003330063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006206024,"about_ca_topic_score_gemma":0.001205327,"domain_scores_codex":[0.999534,0.00007711683,0.0000255233,0.000127946,0.0001799254,0.00005548503],"domain_scores_gemma":[0.9998019,0.00004856509,0.00003011107,0.0000344846,0.00005609941,0.00002876525],"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":[0.0001196924,0.00003102966,0.0007788926,0.00007719465,0.00000864021,0.00003926862,0.00001469524,0.0000755298,0.9891811,0.0001445255,0.001001946,0.008527468],"study_design_scores_gemma":[0.00005020588,0.0003416309,0.01013053,0.00002421568,0.00005233671,0.0005640176,0.00001115529,0.003448409,0.9710618,0.0001290714,0.01417237,0.00001423181],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7258694,0.01083632,0.233351,0.0009531199,0.0005084731,0.001157266,0.006409557,0.002513415,0.01840145],"genre_scores_gemma":[0.7883713,0.003200021,0.1715916,0.0008893756,0.0002345682,0.0009094806,0.009051936,0.0004308244,0.02532092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00333859,"threshold_uncertainty_score":0.01116872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08330807974666764,"score_gpt":0.3849605803743465,"score_spread":0.3016525006276788,"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."}}