{"id":"W4255639142","doi":"10.1002/ange.201409376","title":"Nanoparticle‐Mediated Binning and Profiling of Heterogeneous Circulating Tumor Cell Subpopulations","year":2014,"lang":"en","type":"article","venue":"Angewandte Chemie","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Sunnybrook Hospital; University of Toronto","funders":"","keywords":"Circulating tumor cell; Phenotype; Population; Mesenchymal stem cell; Computational biology; Cancer research; Biology; Cancer; Medicine; Metastasis; Cell biology; Gene; Genetics","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":[0.0001454873,0.0001010346,0.0002391071,0.00005026948,0.00005187831,0.000009557299,0.00002918316,0.0000341296,0.00004623397],"category_scores_gemma":[0.0001317658,0.000092221,0.00005645037,0.0001488724,0.00004613269,0.00003572906,0.00002828881,0.00007314925,0.000003309074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002190195,"about_ca_system_score_gemma":0.00003501455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005756406,"about_ca_topic_score_gemma":0.000006396367,"domain_scores_codex":[0.9992501,0.0000126313,0.0002342043,0.0001849167,0.0001329773,0.0001852047],"domain_scores_gemma":[0.999459,0.00006038377,0.0001063274,0.0001674449,0.00006479107,0.0001420303],"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":[0.00002055771,0.00003677743,0.03075778,0.0002129058,0.00001732586,0.000008012037,0.0001560391,0.00003191264,0.9680845,0.00001134643,0.00002356747,0.0006392414],"study_design_scores_gemma":[0.0008509224,0.00006926899,0.001732469,0.00007034015,0.0001018417,0.00004066093,0.00006321743,0.0004301259,0.9958779,0.00002875601,0.0006433567,0.00009112395],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971046,0.0007306516,0.00007481262,0.00008851372,0.0000465691,0.0001481303,0.000007854144,0.00003657501,0.001762244],"genre_scores_gemma":[0.9974487,0.00002497047,0.002146786,0.0001759923,0.00008355253,0.00001018658,0.0000308366,0.00002011773,0.00005886769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02902531,"threshold_uncertainty_score":0.3760663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02080037432628946,"score_gpt":0.2534384707615722,"score_spread":0.2326380964352827,"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."}}