{"id":"W4211022054","doi":"10.3390/diagnostics12020458","title":"Low-Grade Serous Carcinoma of the Ovary: The Current Status","year":2022,"lang":"en","type":"review","venue":"Diagnostics","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre","funders":"","keywords":"Medicine; Serous carcinoma; Oncology; Serous fluid; Internal medicine; Chemotherapy; Ovarian carcinoma; Hormonal therapy; Adjuvant therapy; Clinical trial; Ovarian cancer; Cancer","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":[0.0001748609,0.0004467754,0.001375097,0.00008061331,0.0001829252,0.00002263905,0.000423514,0.0001065195,0.0003440469],"category_scores_gemma":[0.0005133697,0.0002184539,0.0008598055,0.0005623924,0.0001464326,0.00001559078,0.0003516772,0.0008983007,0.0000304857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000523552,"about_ca_system_score_gemma":0.00134735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001161081,"about_ca_topic_score_gemma":0.00001783579,"domain_scores_codex":[0.9976429,0.0002565471,0.0006455673,0.0004038701,0.0006286607,0.0004224355],"domain_scores_gemma":[0.9958486,0.002120008,0.0005049835,0.00132726,0.00005883388,0.0001402936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000443438,0.0007896908,0.004201,0.007496801,0.0003643831,0.00007656057,0.0001232486,0.000001802129,5.47396e-9,0.000420961,0.01622434,0.9702968],"study_design_scores_gemma":[0.0004963115,0.00019515,0.005157343,0.006658272,0.004970998,0.00004551429,0.00002300772,0.000001832922,0.000003189322,0.00003334675,0.9822259,0.0001891581],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001117829,0.9935701,0.000001562177,0.0004329167,0.002158664,0.002267799,0.0009245414,0.00002156566,0.0005109898],"genre_scores_gemma":[0.0007875778,0.9972225,0.00001929879,0.0001874944,0.0004272051,0.0008669086,0.0003265904,0.00008246588,0.00007995352],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9701076,"threshold_uncertainty_score":0.8908293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07120686647244653,"score_gpt":0.3462474343792789,"score_spread":0.2750405679068324,"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."}}