{"id":"W4388041383","doi":"10.1097/lgt.0000000000000765","title":"Defining the Longitudinal Risk of CIN 3+ for &lt;CIN 2 Colposcopy for Patients Referred With High-Grade Cytology","year":2023,"lang":"en","type":"article","venue":"Journal of Lower Genital Tract Disease","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario; Sunnybrook Hospital; Trillium Health Centre; University of Toronto","funders":"","keywords":"Medicine; Colposcopy; Biopsy; Squamous intraepithelial lesion; Cervical intraepithelial neoplasia; Intraepithelial neoplasia; Cytology; Adenocarcinoma; Carcinoma in situ; Cytopathology; Cancer; Cervical cancer; Gynecology; Internal medicine; Pathology; Prostate cancer","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":[0.0009013494,0.0001602213,0.0001567517,0.0007068419,0.0003508538,0.0005035301,0.000448983,0.0006715965,0.001368307],"category_scores_gemma":[0.004351242,0.0001993996,0.0005098401,0.0006652175,0.0001414022,0.0004408033,0.0004420048,0.0005678911,0.0002442179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000448701,"about_ca_system_score_gemma":0.0006381399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01437127,"about_ca_topic_score_gemma":0.01655863,"domain_scores_codex":[0.9996033,0.0001207161,0.00003256173,0.0001025021,0.00005966752,0.00008120704],"domain_scores_gemma":[0.9982713,0.000256716,0.0009112532,0.00009885152,0.0002120107,0.0002498463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003420897,0.000009454812,0.9995388,0.000002041209,0.00001137489,0.0000123469,0.00001296004,0.00001904446,0.00002707884,0.000005078211,0.00004260234,0.0002849912],"study_design_scores_gemma":[0.000005824275,0.00007975769,0.9989147,0.000008063457,0.00003317637,0.000181055,0.0001245104,0.000383393,0.00005456276,0.00002491173,0.0001866081,0.000003310363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982733,0.0002611726,0.0001256769,0.0001100895,0.000006549266,0.00001066803,0.0008069565,0.000005148919,0.0004004537],"genre_scores_gemma":[0.9991661,0.00006451253,0.0001200745,0.00003870031,0.000006778199,0.000009615755,0.0004918184,0.000001136614,0.0001012768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01437127,"threshold_uncertainty_score":0.02857524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02929763837804885,"score_gpt":0.3409816713562597,"score_spread":0.3116840329782109,"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."}}