{"id":"W2994272187","doi":"10.15173/sciential.v1i3.2244","title":"Considerations for Chemotherapy Treatment in Platinum Resistant High-Grade Serous Ovarian Cancer","year":2019,"lang":"en","type":"article","venue":"Sciential - McMaster Undergraduate Science Journal","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Ovarian Cancer Coalition","keywords":"Ovarian cancer; Oncology; Disease; Chemotherapy; Serous fluid; Medicine; Internal medicine; Serous ovarian cancer; Cancer; Carboplatin; Cisplatin","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0007679698,0.000277238,0.0004493626,0.0005300741,0.0006181508,0.0005547724,0.0001915189,0.00006729181,0.001006425],"category_scores_gemma":[0.00004383037,0.0002022237,0.0001577558,0.0008791116,0.0003467888,0.0005412095,0.00003665954,0.0001882281,0.00003304169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001451967,"about_ca_system_score_gemma":0.002128489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004477528,"about_ca_topic_score_gemma":0.0008226201,"domain_scores_codex":[0.997086,0.00004142259,0.0005427849,0.0007074148,0.0008387272,0.0007836163],"domain_scores_gemma":[0.9986491,0.00009551262,0.0002466965,0.0003413053,0.0002745958,0.0003928003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004385818,0.008547492,0.2778578,0.0002762011,0.001325017,0.0006964683,0.009634656,0.008051737,0.5115514,0.04400976,0.01033416,0.1233295],"study_design_scores_gemma":[0.1246021,0.01644855,0.5671989,0.00205679,0.001070047,0.001937714,0.002119829,0.01437286,0.1411359,0.07872403,0.04787791,0.002455378],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9395045,0.000215301,0.0003822012,0.05408616,0.002669505,0.001809651,0.00005563675,0.00003317222,0.00124389],"genre_scores_gemma":[0.9875423,0.000174901,0.00864729,0.0009077683,0.0003323572,0.00009867725,0.000004868447,0.00002311449,0.002268716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3704154,"threshold_uncertainty_score":0.9999068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03219672866071982,"score_gpt":0.3124614669611209,"score_spread":0.2802647383004011,"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."}}