{"id":"W2804894884","doi":"10.1111/his.13654","title":"Prognostic pathological factors in radical cystectomy after neoadjuvant chemotherapy","year":2018,"lang":"en","type":"article","venue":"Histopathology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Health Sciences Centre; Sunnybrook Health Science Centre; University of Calgary; McGill University Health Centre","funders":"","keywords":"Cystectomy; Lymphovascular invasion; Medicine; Stage (stratigraphy); Stromal cell; Bladder cancer; Internal medicine; Oncology; Carcinoma; Chemotherapy; Pathological; Cancer; Pathology; Urology; Gastroenterology; Metastasis; Biology","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":[0.0005226207,0.0001589146,0.0002469942,0.000595658,0.0002760823,0.000364874,0.0001561295,0.0002121572,0.000602485],"category_scores_gemma":[0.004717886,0.00009984736,0.0001978063,0.0006339013,0.0003414768,0.0002040632,0.0001697218,0.0001727495,0.000112087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002113603,"about_ca_system_score_gemma":0.0003847849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001066024,"about_ca_topic_score_gemma":0.002422519,"domain_scores_codex":[0.9997171,0.00009102933,0.00005039035,0.00004046763,0.000068943,0.00003217478],"domain_scores_gemma":[0.9976844,0.0008885947,0.0009102099,0.00008901667,0.0001965637,0.0002311911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001477019,0.000006467116,0.9963701,0.00002035897,0.00001985277,0.0001422078,0.00002248619,0.00004646799,0.0002205071,0.000004734544,0.00004136344,0.002957891],"study_design_scores_gemma":[0.000005881981,0.0001180386,0.998131,0.0000171855,0.00003728299,0.001018275,0.00006477851,0.0001285327,0.0001812563,0.00001749262,0.000277516,0.000002893417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996531,0.002920525,0.00009554677,0.00004028345,0.000009212778,0.000007806422,0.0001221823,0.000005022643,0.000268322],"genre_scores_gemma":[0.9994931,0.0002596431,0.000065985,0.00001117437,0.000009937517,0.000003366366,0.0001165034,0.000001055364,0.00003916236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001066024,"threshold_uncertainty_score":0.002763867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01665120670946636,"score_gpt":0.2782622738550952,"score_spread":0.2616110671456289,"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."}}