{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006812935,0.00008860182,0.0002574805,0.0002383736,0.0006087459,0.0000143501,0.000299834,0.00002876611,0.02924305],"category_scores_gemma":[0.0004322754,0.00004932248,0.0001091912,0.0004134004,0.0003417157,0.00003313961,0.00003467275,0.0008613762,0.00001392467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004283788,"about_ca_system_score_gemma":0.002124137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003078649,"about_ca_topic_score_gemma":0.002447142,"domain_scores_codex":[0.9983115,0.00008475355,0.0003675975,0.00006351486,0.0007918613,0.0003808099],"domain_scores_gemma":[0.9978819,0.0001966232,0.0000933721,0.0001703447,0.0003453734,0.001312412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002137476,0.00006915897,0.05679589,0.00009142874,0.0003115392,0.005442269,0.001983385,0.0000242412,0.001173644,0.00768538,0.482229,0.4420566],"study_design_scores_gemma":[0.002465714,0.001839195,0.2329371,0.00004296979,0.00005828083,0.008544713,0.003822474,0.0000490677,0.00002232455,0.0009919433,0.7491447,0.00008151667],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4214259,0.02704624,0.00003131034,0.5101836,0.003889525,0.0004147416,0.00005213508,0.00001366084,0.03694291],"genre_scores_gemma":[0.9938434,0.0001109212,0.00001799187,0.00261349,0.001381616,0.000004832596,0.000006136863,0.00001277432,0.002008881],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5724174,"threshold_uncertainty_score":0.9716443,"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."}}