{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007225234,0.0006626876,0.0005623327,0.0008706789,0.0002364219,0.000658919,0.0005317686,0.0006257655,0.0008336493],"category_scores_gemma":[0.0009995274,0.0001608489,0.0002414185,0.0004675526,0.0003820372,0.0003651181,0.0004213252,0.0007768465,0.0006466511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002984096,"about_ca_system_score_gemma":0.0005082432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004944279,"about_ca_topic_score_gemma":0.0005820398,"domain_scores_codex":[0.9991304,0.0001319363,0.000075562,0.0002561115,0.0003311801,0.00007480428],"domain_scores_gemma":[0.999557,0.0001620452,0.00006600955,0.00005243777,0.0001262854,0.00003621308],"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":[0.00006737915,0.00005169757,0.0006664283,0.0001003854,0.000006285452,0.00004028853,0.0000565414,0.0002118343,0.9898469,0.0002223692,0.0001563298,0.008573568],"study_design_scores_gemma":[0.00003110254,0.0002832833,0.003096271,0.00001884577,0.00003126599,0.0002877474,0.00002216131,0.008224051,0.9832735,0.0002605843,0.004451991,0.00001921796],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5327786,0.00468931,0.4563783,0.0002680502,0.000188019,0.0009466773,0.001646936,0.001066444,0.002037684],"genre_scores_gemma":[0.5915621,0.004096126,0.3929031,0.0004412619,0.000203522,0.002023783,0.004058057,0.0002459265,0.004466153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008706789,"threshold_uncertainty_score":0.003821135,"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."}}