{"id":"W2594343311","doi":"10.1101/113480","title":"Intratumor Heterogeneity and Circulating Tumor Cell Clusters","year":2017,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Mathematical Biology Tumor Growth","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canada Research Chairs","keywords":"Circulating tumor cell; Tumor cells; Cell; Cluster (spacecraft); Tumor microenvironment; Tumor progression; Sampling (signal processing)","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001444266,0.000968573,0.001344668,0.0002195129,0.0004676992,0.0004781502,0.001122657,0.000647668,0.00003808819],"category_scores_gemma":[0.001959778,0.0009572773,0.000261634,0.0001302122,0.0004792967,0.0001728244,0.001707365,0.001402138,0.00006508792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002185794,"about_ca_system_score_gemma":0.0003469401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001955696,"about_ca_topic_score_gemma":0.000004125344,"domain_scores_codex":[0.9958209,0.0002958119,0.0009897787,0.001506391,0.000458194,0.0009289221],"domain_scores_gemma":[0.9946296,0.000469481,0.00133978,0.002727373,0.0003211059,0.0005126114],"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":[0.0001496497,0.001526701,0.01946061,0.02202263,0.00113521,0.001403826,0.000161755,0.00002950489,0.9106303,0.03982085,0.003652896,0.000006063491],"study_design_scores_gemma":[0.004948208,0.0003752985,0.05828796,0.006011201,0.002109868,0.00000303766,0.00003217277,0.0112059,0.898856,0.007780392,0.001178736,0.009211259],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942262,0.0004416258,0.002266009,0.0002297161,0.0008079714,0.00115819,0.0001720057,0.000561457,0.0001368199],"genre_scores_gemma":[0.9740921,0.0000267332,0.02481947,0.0002258628,0.0004154543,0.0001983155,2.596381e-7,0.0002141193,0.000007672723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03882736,"threshold_uncertainty_score":0.9992878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03077491638195424,"score_gpt":0.2627624901491511,"score_spread":0.2319875737671969,"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."}}