{"id":"W4385949246","doi":"10.1136/ijgc-2023-004610","title":"Low-grade serous ovarian cancer: expert consensus report on the state of the science","year":2023,"lang":"en","type":"article","venue":"International Journal of Gynecological Cancer","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health","funders":"National Cancer Institute; Cancer Research UK; Verastem Oncology","keywords":"Medicine; Serous fluid; Serous carcinoma; Ovarian carcinoma; Disease; Ovarian cancer; Intensive care medicine; Consensus conference; Clinical trial; Translational research; Internal medicine; Oncology; Gynecology; Cancer; Pathology","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":[0.0006755515,0.0001168964,0.0002544445,0.0001181047,0.0001046774,0.00003345174,0.000473649,0.00003860777,0.0006435476],"category_scores_gemma":[0.0007833724,0.0000523349,0.0001948092,0.0004196967,0.0004188688,0.00004156544,0.0001052532,0.0002598451,0.000007378752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007122546,"about_ca_system_score_gemma":0.001043211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002892977,"about_ca_topic_score_gemma":0.00008650307,"domain_scores_codex":[0.9978983,0.0000555527,0.0005093611,0.00019068,0.001139769,0.0002062938],"domain_scores_gemma":[0.997786,0.0005219281,0.000562054,0.0002152597,0.0008125796,0.0001021335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004109695,0.004594992,0.4466495,0.00007953106,0.005195651,0.01879942,0.003349452,0.02153464,0.04715469,0.008512559,0.1315786,0.3084413],"study_design_scores_gemma":[0.002080721,0.0005718254,0.9315735,0.0004784497,0.00008642721,0.0005811001,0.0001257943,0.0002509117,0.04800073,0.001359546,0.01477869,0.0001123762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9004229,0.0003190622,0.000004261263,0.09554114,0.002803514,0.0002123803,0.00003832165,0.0000111215,0.0006473316],"genre_scores_gemma":[0.9947893,0.001265844,0.00005299548,0.002928215,0.0003796736,0.00005081696,9.130915e-7,0.000008669764,0.0005235989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4849239,"threshold_uncertainty_score":0.7046396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05335657227922008,"score_gpt":0.3657755046738609,"score_spread":0.3124189323946408,"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."}}