{"id":"W2117660680","doi":"10.1373/clinchem.2011.166678","title":"Circulating Cancer Cells and Their Clinical Applications","year":2011,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"Johnson and Johnson","keywords":"Cancer; Medicine; Cancer research; Computational biology; Oncology; Internal medicine; Biology","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":[0.000457838,0.0001228289,0.0003924377,0.000006744809,0.00004745559,0.000007259792,0.00008120928,0.0001942663,0.000728277],"category_scores_gemma":[0.0001010637,0.00009614432,0.0002198486,0.00007553728,0.0002636534,0.00001933316,0.00006833542,0.0004005091,0.0000203467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001702872,"about_ca_system_score_gemma":0.0001294188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002291438,"about_ca_topic_score_gemma":0.000002203126,"domain_scores_codex":[0.9986964,0.00002247931,0.0006354396,0.0003947278,0.00007412557,0.0001767818],"domain_scores_gemma":[0.9988406,0.000224558,0.0001455585,0.000383577,0.00006980253,0.0003358481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002151146,0.001087152,0.4470521,0.0006023956,0.0003637028,0.00003599999,0.0001729624,2.855492e-7,0.03274848,0.00003693944,0.004764292,0.5129206],"study_design_scores_gemma":[0.006251066,0.0002690542,0.09492884,0.0003802871,0.0009665894,0.0001421089,0.0006771456,0.0002323157,0.368021,0.0008393566,0.5264503,0.0008419268],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763166,0.001438855,0.0004005316,0.0002474239,0.000190109,0.0002405813,0.00003469454,0.00006235547,0.02106882],"genre_scores_gemma":[0.993531,0.001790703,0.001470241,0.0008002309,0.00111833,0.00006727867,0.00001081667,0.00002170049,0.001189654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.521686,"threshold_uncertainty_score":0.7974123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1671667843747296,"score_gpt":0.4111813649219648,"score_spread":0.2440145805472352,"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."}}