{"id":"W2012295691","doi":"10.1002/cyto.a.21014","title":"Enumeration, characterization, and collection of intact circulating tumor cells by cross contamination‐free flow cytometry","year":2011,"lang":"en","type":"article","venue":"Cytometry Part A","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"","keywords":"Epithelial cell adhesion molecule; Circulating tumor cell; Enumeration; Flow cytometry; Immunomagnetic separation; Chemistry; Cytometry; Cancer cell; Molecular biology; Cell; Biology; Cancer; Biochemistry; Metastasis; Mathematics","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":[0.0003317867,0.000163945,0.0003686305,0.0003681115,0.0001320073,0.00003388281,0.00007478114,0.00008169427,0.0006881185],"category_scores_gemma":[0.0002019595,0.0001642902,0.00007241384,0.001069216,0.0001005249,0.0002204172,0.0000473115,0.0001232526,0.00001157406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009109457,"about_ca_system_score_gemma":0.00008583829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005375217,"about_ca_topic_score_gemma":0.000006427751,"domain_scores_codex":[0.9987032,0.00004627943,0.00047115,0.0002988529,0.000278272,0.0002022077],"domain_scores_gemma":[0.9989035,0.00005162524,0.0002660083,0.0003048692,0.00033266,0.0001413594],"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":[0.0002154966,0.0002874987,0.2146063,0.0003849603,0.0001419877,0.00001336095,0.001417515,0.000001381429,0.7735828,0.00003599131,0.002633427,0.006679236],"study_design_scores_gemma":[0.002300791,0.0003107071,0.2610259,0.000101453,0.0001403217,0.0000730602,0.0001417438,0.0005104499,0.7225144,0.00001685803,0.01264871,0.0002156582],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980586,0.0002529787,0.01680272,0.00004596963,0.0004179691,0.0004035453,0.0002506735,0.00004960191,0.001190537],"genre_scores_gemma":[0.9956726,0.00009548909,0.001526987,0.0002234847,0.0001438789,0.0000322453,0.0002271862,0.00002909169,0.002048978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05106842,"threshold_uncertainty_score":0.7534415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02168008273665994,"score_gpt":0.2605836438278853,"score_spread":0.2389035610912253,"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."}}