{"id":"W2404061968","doi":"10.1097/pgp.0000000000000202","title":"Article by Natalie Banet and Robert J. Kurman","year":2015,"lang":"en","type":"letter","venue":"International Journal of Gynecological Pathology","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Johns Hopkins University","keywords":"Calretinin; Biology; PAX8; Serous fluid; Epithelium; Fimbria; Pathology; Columnar Cell; Ovary; Cell biology; Gene; Immunohistochemistry; Medicine; Immunology; Genetics; Transcription factor","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000298064,0.0001943071,0.0005592001,0.000137869,0.00001971672,0.00003370298,0.0002141533,0.0005580419,0.001074125],"category_scores_gemma":[0.0003933304,0.0001329004,0.0001436773,0.00003571207,0.0001590502,0.00006361261,0.00009330368,0.001049486,0.00005688582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003076604,"about_ca_system_score_gemma":0.0001445881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001120612,"about_ca_topic_score_gemma":0.000003136089,"domain_scores_codex":[0.9984144,0.0001135068,0.0005173056,0.0002374223,0.0005038826,0.0002134936],"domain_scores_gemma":[0.9984891,0.0003327168,0.0004073821,0.0001207231,0.000505621,0.0001444815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00012241,0.0002565665,0.006268925,0.000009094877,0.0003675359,0.0341065,0.00002768472,0.000001253336,0.0001232735,0.00003716766,0.9535645,0.005115035],"study_design_scores_gemma":[0.002855458,0.001839728,0.01330418,0.00006238998,0.0002347365,0.01168626,0.00000965192,0.0000082736,0.0001163147,0.001509215,0.9682378,0.0001360037],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1048283,0.003155954,0.00004199615,0.8867923,0.001955852,0.0001682463,0.0001247344,0.00001306187,0.002919569],"genre_scores_gemma":[0.2897993,0.001162091,0.001029712,0.7021087,0.004068141,0.00001793685,0.0002622801,0.00003208186,0.001519752],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.184971,"threshold_uncertainty_score":0.999839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02016410990673032,"score_gpt":0.2974116344447774,"score_spread":0.277247524538047,"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."}}