{"id":"W1982008630","doi":"10.1002/cyto.b.20173","title":"Human papillomavirus‐related cellular changes measured by cytometric analysis of DNA ploidy and chromatin texture","year":2007,"lang":"en","type":"article","venue":"Cytometry Part B Clinical Cytometry","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"National Cancer Institute","keywords":"Chromatin; Biology; Messenger RNA; Cytology; Molecular biology; DNA; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000293637,0.0001564544,0.0001216043,0.001126168,0.0001401222,0.00037572,0.0001285218,0.000239693,0.003361148],"category_scores_gemma":[0.0008298074,0.00009419708,0.0001010599,0.0006234754,0.0003194548,0.0003340536,0.0002316237,0.0003313908,0.0003936808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003364428,"about_ca_system_score_gemma":0.0001109911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003949753,"about_ca_topic_score_gemma":0.0003280343,"domain_scores_codex":[0.9998326,0.00002407478,0.00001247747,0.00004777949,0.00005968257,0.00002326768],"domain_scores_gemma":[0.9995433,0.000122384,0.0001384064,0.00003079436,0.0001012762,0.00006383839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006840334,0.0000992071,0.06481203,0.000110626,0.00004487122,0.00005457497,0.0001523887,0.0002965918,0.9141847,0.0002812982,0.0001440548,0.01913562],"study_design_scores_gemma":[0.00004369039,0.0008255377,0.4864624,0.00002491831,0.00006317811,0.001001329,0.0002623288,0.003526621,0.5044701,0.0009000078,0.00239068,0.00002917524],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877754,0.001040606,0.00833133,0.00004563188,0.00001051058,0.00007339696,0.0005572872,0.00006922045,0.00209658],"genre_scores_gemma":[0.9945472,0.0003789637,0.00339609,0.00003017179,0.00000786355,0.00006382035,0.0004468497,0.00001041249,0.001118563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003361148,"threshold_uncertainty_score":0.01124412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07210897221313424,"score_gpt":0.4125978596102793,"score_spread":0.3404888873971451,"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."}}