{"id":"W4412487003","doi":"10.5603/gpl.104421","title":"Colposcopy in pregnancy","year":2025,"lang":"en","type":"article","venue":"Ginekologia Polska","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's Health Research Institute","funders":"","keywords":"Colposcopy; Medicine; Pregnancy; Obstetrics; Cervix; Cervical intraepithelial neoplasia; Cervical cancer; Biopsy; Dysplasia; Gynecology; Radiology; Cancer; Pathology; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009461881,0.00008048912,0.0002078071,0.000186743,0.00002482284,0.000009643901,0.00009967924,0.00009220634,0.002084685],"category_scores_gemma":[0.0001812003,0.00006542936,0.00004560529,0.0005120065,0.00006948578,0.00002501178,0.0000692407,0.000264603,0.00009117146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001094577,"about_ca_system_score_gemma":0.0002060169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001449566,"about_ca_topic_score_gemma":0.0001055719,"domain_scores_codex":[0.9991964,0.00002441435,0.0001573698,0.0001981554,0.0001335391,0.0002900839],"domain_scores_gemma":[0.9995593,0.00006421944,0.00001164629,0.0002365084,0.00005999393,0.00006827828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008580863,0.0004823695,0.751702,0.0006905543,0.00006114744,0.0002816576,0.0001296477,0.000006481905,0.002413384,0.01987736,0.02709532,0.196402],"study_design_scores_gemma":[0.00240259,0.0002147957,0.979434,0.0001743014,0.00001574733,0.000005283783,0.00004677611,0.0001207556,0.002961555,0.00155535,0.01298894,0.00007992468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1396577,0.004960305,0.0002684807,0.01167019,0.0003069181,0.0008467733,0.000007196443,0.0001374671,0.842145],"genre_scores_gemma":[0.9879935,0.0001778331,0.0002825798,0.001179923,0.00004172423,0.00006550682,0.000008925631,0.0000061797,0.01024381],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8483358,"threshold_uncertainty_score":0.9988275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02569146158561847,"score_gpt":0.3864985222561313,"score_spread":0.3608070606705129,"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."}}