{"id":"W2049536840","doi":"10.5430/jst.v3n5p12","title":"Comparison of clinical staging of benign and malignant ovarian tissues with DNA flow cytometry","year":2013,"lang":"en","type":"article","venue":"Journal of Solid Tumors","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King's College London","keywords":"Ovarian cancer; Aneuploidy; DAPI; Flow cytometry; Cancer; Pathology; Malignancy; Cancer research; Nuclear DNA; Oncology; Medicine; DNA; Biology; Internal medicine; Molecular biology; Staining; Genetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009921975,0.0001473144,0.0002095048,0.002114601,0.00021177,0.0003072157,0.0001942833,0.000246165,0.001092769],"category_scores_gemma":[0.001518413,0.0001152788,0.00008722034,0.0005704995,0.0003116032,0.0002257106,0.0002320762,0.0001897715,0.0002096383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002744957,"about_ca_system_score_gemma":0.0001515515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005863098,"about_ca_topic_score_gemma":0.0007142962,"domain_scores_codex":[0.9996131,0.0001205728,0.00005112559,0.000073975,0.00009052014,0.00005068062],"domain_scores_gemma":[0.9994333,0.0002257582,0.0001027675,0.0000393797,0.0001219174,0.00007680758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002207895,0.0001847649,0.5946172,0.0003005052,0.00008072968,0.0006714245,0.0006104953,0.0008564508,0.3123085,0.0008556229,0.0008103112,0.08649602],"study_design_scores_gemma":[0.0001290434,0.00134852,0.8985963,0.00006291984,0.00008362381,0.004310126,0.0005847921,0.01030509,0.07701357,0.0009538693,0.006575888,0.0000363074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805997,0.003185442,0.01173586,0.0001062129,0.00005950144,0.0002017301,0.0005609145,0.00009855769,0.003451908],"genre_scores_gemma":[0.9883828,0.0006488261,0.009263738,0.00006629494,0.00002885259,0.0001934838,0.0005557532,0.00001376668,0.0008466263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002114601,"threshold_uncertainty_score":0.005247295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04548970000424765,"score_gpt":0.3891520543391774,"score_spread":0.3436623543349298,"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."}}