{"id":"W4220979616","doi":"10.4103/cjrm.cjrm_13_21","title":"The occasional cervical biopsy","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Children's Hospital Research Institute of Manitoba; Health Sciences Centre; Queen's University; NOSM University; Manitoba Health; University of Ottawa","funders":"","keywords":"Biopsy; Medicine; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0007406295,0.0008649534,0.0004268157,0.003234711,0.003015372,0.0007969387,0.001296029,0.003619554,0.01529492],"category_scores_gemma":[0.005784032,0.0004241063,0.001184815,0.0006137833,0.001017453,0.001601484,0.00109042,0.005280407,0.004980419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001205075,"about_ca_system_score_gemma":0.001600327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006415999,"about_ca_topic_score_gemma":0.02203227,"domain_scores_codex":[0.999171,0.0001301791,0.0000825816,0.0001606675,0.0002397135,0.0002158075],"domain_scores_gemma":[0.9976912,0.0005162319,0.0001127076,0.0004337336,0.0004654827,0.0007806761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"observational","study_design_scores_codex":[0.0003983777,0.0002999658,0.02149015,0.0003173698,0.00007137677,0.6651018,0.0008592035,0.0002220203,0.00909889,0.00338701,0.08401218,0.2147417],"study_design_scores_gemma":[0.00002408779,0.0002326136,0.01437092,0.0004395437,0.00006031728,0.7710169,0.001326057,0.0006267381,0.00465488,0.0037533,0.2034293,0.00006553764],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2222371,0.04501307,0.03324126,0.1827732,0.04530447,0.001249168,0.002148791,0.003575535,0.4644574],"genre_scores_gemma":[0.6879302,0.0138352,0.02143967,0.0750915,0.01596164,0.0002140136,0.001117534,0.0005654565,0.1838448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01529492,"threshold_uncertainty_score":0.05116659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03101597362981642,"score_gpt":0.315288153233426,"score_spread":0.2842721796036096,"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."}}