{"id":"W1546181150","doi":"10.5772/24923","title":"Neoadjuvant Chemotherapy in the Treatment of Cervical Cancer","year":2012,"lang":"en","type":"book-chapter","venue":"InTech eBooks","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Cervical cancer; Chemotherapy; Oncology; Cancer; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008406895,0.0003514678,0.0007714125,0.0001810406,0.000020903,0.000006479489,0.0001517058,0.0003155556,0.001798916],"category_scores_gemma":[0.00000500863,0.0001908565,0.0003581293,0.00003313737,0.0001260226,0.00001037642,0.00001602697,0.0002541438,0.00004761226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004260427,"about_ca_system_score_gemma":0.0001181973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007046676,"about_ca_topic_score_gemma":0.0002603525,"domain_scores_codex":[0.9986529,0.00001740051,0.0004221072,0.0002618634,0.0003827157,0.0002629506],"domain_scores_gemma":[0.9991015,0.0001212947,0.0001585341,0.0004525271,0.0000656621,0.0001004595],"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":[0.001541153,0.0006875293,0.0009727202,0.0001485165,0.0007006224,0.0001235361,0.001772416,3.816273e-8,0.001587126,0.003206884,0.0001131399,0.9891463],"study_design_scores_gemma":[0.008562988,0.003246852,0.00165285,0.0007971564,0.0007244906,0.00005012703,0.0000563971,6.485782e-7,0.04385022,0.005046596,0.9356846,0.0003270435],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007745953,0.01978774,0.00001399349,0.001406649,0.000448907,0.002044517,0.000121911,0.00005480516,0.9683755],"genre_scores_gemma":[0.6404055,0.006774152,0.0001005293,0.001750948,0.0013304,0.0004077482,0.00004895907,0.0001183252,0.3490635],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9888193,"threshold_uncertainty_score":0.9991136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.047677106532663,"score_gpt":0.3187833781801431,"score_spread":0.2711062716474801,"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."}}