{"id":"W4414649183","doi":"10.1016/j.ygyno.2025.04.243","title":"Assessing the relationship between KELIM score and response to niraparib first-line maintenance therapy in non-BRCA mutant advanced ovarian cancer","year":2025,"lang":"en","type":"article","venue":"Gynecologic Oncology","topic":"PARP inhibition in cancer therapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Maintenance therapy; Mutant; Ovarian cancer; Cancer; Overall survival","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005680581,0.0001607128,0.0003033752,0.0003378646,0.0001323706,0.0004028445,0.0002318694,0.0002314345,0.001025957],"category_scores_gemma":[0.001679083,0.00007432077,0.0003375339,0.0003583511,0.000126884,0.0002649963,0.0002933824,0.000469751,0.0001630013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002342381,"about_ca_system_score_gemma":0.0001946666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004483962,"about_ca_topic_score_gemma":0.0009983672,"domain_scores_codex":[0.9997975,0.00005668234,0.00002864435,0.00003413833,0.00004527107,0.00003772122],"domain_scores_gemma":[0.9990543,0.0002869607,0.0004079393,0.00003497771,0.00008231344,0.0001335753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002178673,0.0001230558,0.9797739,0.00004250238,0.0001965022,0.00008721936,0.00004536591,0.0003400993,0.0009602836,0.00003546867,0.0002871118,0.01592995],"study_design_scores_gemma":[0.00004851239,0.00116409,0.9953159,0.00001165941,0.0001314465,0.0003994265,0.0001138477,0.001512174,0.0005530196,0.00008433001,0.0006569579,0.000008487149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986357,0.0003714853,0.00009116087,0.00006284695,0.000009903591,0.00001011902,0.0001524224,0.000005547168,0.00066077],"genre_scores_gemma":[0.999267,0.0001035444,0.0001314565,0.00002749853,0.000008932925,0.000009021921,0.0002035981,0.000001183112,0.0002476804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001025957,"threshold_uncertainty_score":0.003432155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08085281568655181,"score_gpt":0.4215503135163501,"score_spread":0.3406974978297983,"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."}}