{"id":"W2808042235","doi":"10.1093/molbev/msy115","title":"Intratumor Heterogeneity and Circulating Tumor Cell Clusters","year":2017,"lang":"en","type":"article","venue":"Molecular Biology and Evolution","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University and Génome Québec Innovation Centre; McGill University","funders":"Canadian Institutes of Health Research; Canada Research Chairs","keywords":"Biology; Evolutionary biology; Computational biology; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005610459,0.000158813,0.0003479812,0.000332136,0.0002639536,0.0007722895,0.0003251195,0.0002684045,0.0008924145],"category_scores_gemma":[0.00235142,0.0001405239,0.0002422689,0.0002919095,0.0005504799,0.0005194972,0.0004171143,0.0003642333,0.0001188893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005817228,"about_ca_system_score_gemma":0.0003811444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001750516,"about_ca_topic_score_gemma":0.001501737,"domain_scores_codex":[0.9996791,0.00009236635,0.000009260593,0.0001107224,0.00006347695,0.00004498392],"domain_scores_gemma":[0.9986973,0.0006911993,0.0002513026,0.0001326376,0.00009484013,0.0001326824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001377987,0.0002184171,0.2528475,0.0002143683,0.0003339048,0.0009077946,0.0008616513,0.4240775,0.2437398,0.02777052,0.0016336,0.04601698],"study_design_scores_gemma":[0.0001347631,0.0004982597,0.1046035,0.00003316845,0.0001972933,0.001024051,0.0004150953,0.7913844,0.05809709,0.03920683,0.004328648,0.00007689761],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723227,0.0003541884,0.02593691,0.0001283827,0.0000102119,0.00001448297,0.000118198,0.00008136014,0.00103356],"genre_scores_gemma":[0.9969448,0.00006387166,0.002568948,0.00002428641,0.000003904458,0.00001253387,0.0001040308,0.00001489519,0.0002625968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001750516,"threshold_uncertainty_score":0.004220724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006429754586032134,"score_gpt":0.2543929529091167,"score_spread":0.2479631983230846,"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."}}