{"id":"W2314005354","doi":"10.1097/pgp.0000000000000264","title":"Application of a Pattern-based Classification System for Invasive Endocervical Adenocarcinoma in Cervical Biopsy, Cone and Loop Electrosurgical Excision (LEEP) Material: Pattern on Cone and LEEP is Predictive of Pattern in the Overall Tumor","year":2015,"lang":"en","type":"article","venue":"International Journal of Gynecological Pathology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Biopsy; Adenocarcinoma; Hysterectomy; Medicine; Stage (stratigraphy); Pathology; Radiology; Cancer; Biology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0008917135,0.0001954951,0.0007316369,0.000329981,0.00001764552,0.00001687402,0.0002489139,0.0002081136,0.00003859862],"category_scores_gemma":[0.0006698871,0.0001239377,0.0001181084,0.0001513315,0.0001972459,0.00006519302,0.00006494537,0.0002911912,0.00000159026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002821864,"about_ca_system_score_gemma":0.000110197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009569225,"about_ca_topic_score_gemma":0.00002794146,"domain_scores_codex":[0.9974207,0.000351081,0.001122331,0.0003297533,0.0005656973,0.0002103922],"domain_scores_gemma":[0.9968105,0.001446396,0.0007284062,0.0001437676,0.0007387017,0.0001322587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009779458,0.001671255,0.94648,0.0002056664,0.0001528099,0.000836053,0.0004179475,0.0000266977,0.01300703,0.0004082397,0.00003886805,0.02697595],"study_design_scores_gemma":[0.01395479,0.006599671,0.969564,0.0002489019,0.00009811357,0.000881405,0.0003637836,0.002364591,0.005016334,0.0007835471,0.00001859116,0.0001062753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890695,0.0002233471,0.004739997,0.004821414,0.0002147989,0.0007229547,0.0001587587,0.00000662251,0.00004262546],"genre_scores_gemma":[0.9978001,0.00005910991,0.0001637905,0.001641202,0.0001638837,0.0001066179,0.00005185799,0.00001220262,0.00000119438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02686968,"threshold_uncertainty_score":0.5054035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0374847484203286,"score_gpt":0.3049280976049354,"score_spread":0.2674433491846068,"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."}}