{"id":"W2937832733","doi":"10.1097/pgp.0000000000000530","title":"Ovarian Carcinoma Histotype: Strengths and Limitations of Integrating Morphology With Immunohistochemical Predictions","year":2018,"lang":"en","type":"article","venue":"International Journal of Gynecological Pathology","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; Simon Fraser University; BC Cancer Agency; University of British Columbia; Alberta Health Services","funders":"National Cancer Institute","keywords":"Serous carcinoma; Serous fluid; Immunohistochemistry; Pathology; Tissue microarray; Population; Medicine; Carcinoma; Clear cell carcinoma; Not Otherwise Specified; Anatomical pathology; Ovarian carcinoma; Clear cell; Ovarian cancer; Cancer; Oncology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.05549017,0.0009894152,0.0009602312,0.003833979,0.0005575574,0.004161315,0.002057477,0.0006097223,0.0006686921],"category_scores_gemma":[0.1023728,0.0006262255,0.001033408,0.003670812,0.0009122564,0.002045135,0.003158433,0.0008106484,0.0003962494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008856509,"about_ca_system_score_gemma":0.001460705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007742694,"about_ca_topic_score_gemma":0.01538438,"domain_scores_codex":[0.9634358,0.01789398,0.005653342,0.003994166,0.008302864,0.0007198101],"domain_scores_gemma":[0.8833698,0.05633786,0.02036723,0.01653031,0.02214077,0.001253995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001728281,0.00001668925,0.9547065,0.0002027304,0.0002976189,0.00007221533,0.000370237,0.001181916,0.0005979393,0.0001864042,0.0005500551,0.04164499],"study_design_scores_gemma":[0.00002463675,0.0002278461,0.9555796,0.0004271786,0.0004750962,0.001796,0.0008754259,0.03113408,0.002233729,0.001694096,0.005472057,0.00006022753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9105532,0.007249305,0.06385062,0.001573318,0.0002252023,0.000666999,0.002251663,0.0004725638,0.01315715],"genre_scores_gemma":[0.9743419,0.0008737237,0.02311553,0.0002030462,0.0001330333,0.0001266879,0.0007894016,0.00007948099,0.0003373589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05549017,"threshold_uncertainty_score":0.2934635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02349112140014533,"score_gpt":0.2958725733707966,"score_spread":0.2723814519706513,"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."}}