{"id":"W2518044343","doi":"10.1111/his.13071","title":"Molecular alterations in indolent, aggressive and recurrent ovarian low‐grade serous carcinoma","year":2016,"lang":"en","type":"article","venue":"Histopathology","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; Alberta Health Services; University of Calgary","funders":"Calgary Laboratory Services","keywords":"Medicine; Serous fluid; Serous carcinoma; Ovarian carcinoma; Oncology; Internal medicine; Pathology; Carcinoma; Ovarian cancer; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00006926641,0.0001309469,0.000252964,0.0001457304,0.00003916322,0.000005589001,0.00003827539,0.00008415254,0.00006132649],"category_scores_gemma":[0.00005476024,0.0000936047,0.00004189802,0.00008339985,0.00009988572,0.00003567993,0.00003278782,0.00008883698,0.00002532238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002441136,"about_ca_system_score_gemma":0.00008359695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006065808,"about_ca_topic_score_gemma":0.00009531161,"domain_scores_codex":[0.9990808,0.00008052192,0.0002012641,0.0003405368,0.00008151798,0.000215308],"domain_scores_gemma":[0.9994732,0.00004013383,0.00009269476,0.00025466,0.00003405283,0.0001053321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004608115,0.001519785,0.8266001,0.000123974,0.00002955945,0.01908946,0.003068863,0.000003286211,0.04406745,0.01186981,0.001460808,0.09170606],"study_design_scores_gemma":[0.004753267,0.0006451912,0.9860383,0.0002881198,0.00007616886,0.0009699893,0.00002441047,0.00001362128,0.003422242,0.0004202806,0.003203213,0.0001451652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882069,0.003500028,0.0002563923,0.006641488,0.0002932879,0.000319406,0.00002133799,0.00002114799,0.0007400459],"genre_scores_gemma":[0.9983866,0.0003052926,0.0003691644,0.0005563851,0.00006555019,0.0001432245,0.00001236954,0.00001542644,0.0001460092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1594382,"threshold_uncertainty_score":0.3817089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454445156529974,"score_gpt":0.2656246292582888,"score_spread":0.251080177692989,"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."}}