{"id":"W1973916863","doi":"10.1159/000328532","title":"Cytologic Predictors of Cervical Intraepithelial Neoplasia in Women with an ASCUS Pap Smear","year":2000,"lang":"en","type":"article","venue":"Acta Cytologica","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Ascus (bryozoa); Medicine; Colposcopy; Cervical intraepithelial neoplasia; Gynecology; Cytology; Bethesda system; Atypia; Population; Cytopathology; Odds ratio; Obstetrics; Biopsy; Cervical cancer; Pathology; Cancer; 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":[0.000313533,0.0002104476,0.0006221239,0.0001360269,0.00005138599,0.00001571404,0.0002857406,0.0002547447,0.02236747],"category_scores_gemma":[0.0001021095,0.0001317187,0.00005711956,0.0004945657,0.000331743,0.0001061947,0.00005294233,0.0005421455,0.00004642312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001492249,"about_ca_system_score_gemma":0.0001938111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001523188,"about_ca_topic_score_gemma":0.0001787156,"domain_scores_codex":[0.9978682,0.0001522105,0.0003745023,0.0004506543,0.0004966352,0.0006577452],"domain_scores_gemma":[0.9989069,0.0001324993,0.00005340613,0.0004479147,0.00009517692,0.0003641299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06044245,0.003332268,0.5716316,0.0004137381,0.0002750437,0.001327124,0.004099702,0.00004772871,0.004675774,0.0003880374,0.0006261551,0.3527404],"study_design_scores_gemma":[0.003375765,0.007465985,0.9802578,0.00002177332,0.00003073375,0.0001329563,0.0004564224,0.00008354227,0.0008073851,0.0003407791,0.006843655,0.0001832212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9689241,0.00006741161,0.000002478427,0.001359962,0.00002931977,0.0004082372,0.00001760041,0.00008151227,0.02910936],"genre_scores_gemma":[0.9985375,0.0002069695,0.0002541908,0.0005608986,0.0001398171,0.00007646697,0.0000173549,0.00002014266,0.0001866793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4086262,"threshold_uncertainty_score":0.9785262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01577303934779178,"score_gpt":0.2791557278370851,"score_spread":0.2633826884892933,"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."}}