{"id":"W4281478032","doi":"10.3389/fonc.2022.903806","title":"Single-Cell Proteomics Analysis of Recurrent Low-Grade Serous Ovarian Carcinoma and Associated Brain Metastases","year":2022,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Health Canada; Ovarian Cancer Canada; Cancer Research Society; Dr. Miriam and Sheldon G. Adelson Medical Research Foundation","keywords":"Brain metastasis; Medicine; Serous carcinoma; Oncology; Internal medicine; Serous fluid; Ovarian cancer; Brain tumor; Disease; Metastasis; Cancer; Pathology","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":[0.0007968756,0.0001757926,0.0009899799,0.0006980079,0.00008682986,0.000006088807,0.00009739137,0.00009172424,0.0001220897],"category_scores_gemma":[0.000167594,0.0001692355,0.0001912534,0.001100191,0.0001121077,0.00002710671,0.0001277346,0.0002964482,3.732441e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009211794,"about_ca_system_score_gemma":0.0002111199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000287308,"about_ca_topic_score_gemma":0.0001908367,"domain_scores_codex":[0.9979123,0.0007182415,0.0004540803,0.0003714079,0.0002359137,0.0003080037],"domain_scores_gemma":[0.9991034,0.0001918407,0.0002902201,0.0002570759,0.00004383425,0.0001136724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002392539,0.01353945,0.8843827,0.0001918245,0.007592726,0.00163368,0.003381037,0.001069423,0.003711818,0.0002074524,0.03205539,0.04984191],"study_design_scores_gemma":[0.05922725,0.04189335,0.6964054,0.000117554,0.03449712,0.0003496273,0.01752768,0.04042499,0.009423004,0.00149192,0.09700125,0.001640812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931251,0.001919621,0.0009493788,0.002063045,0.0004416131,0.0007791355,0.0004047749,0.00001996298,0.0002973973],"genre_scores_gemma":[0.9767593,0.00004102373,0.02175753,0.000506294,0.00001967576,0.0001406986,0.0005423701,0.00002021979,0.0002129566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1879773,"threshold_uncertainty_score":0.6901225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02134537243782033,"score_gpt":0.2746335965710459,"score_spread":0.2532882241332255,"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."}}