{"id":"W3044310338","doi":"10.1136/ijgc-2020-001584","title":"Laparoscopic cytoreduction After Neoadjuvant ChEmotherapy (LANCE)","year":2020,"lang":"en","type":"article","venue":"International Journal of Gynecological Cancer","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":false,"ca_institutions":"Columbia College","funders":"National Cancer Institute","keywords":"Medicine; Debulking; Laparotomy; Surgery; Chemotherapy; Ovarian cancer; Laparoscopy; Randomized controlled trial; Neoadjuvant therapy; Stage (stratigraphy); Cancer; Internal medicine; Breast cancer","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":[0.0002047695,0.000206051,0.0002789763,0.000468023,0.0004608209,0.0003187824,0.0001914846,0.0002652548,0.004313947],"category_scores_gemma":[0.0005100017,0.00009670943,0.0004754152,0.0002961022,0.0003240226,0.0002413678,0.000469798,0.0007546501,0.0008741099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003118639,"about_ca_system_score_gemma":0.0006292246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007700612,"about_ca_topic_score_gemma":0.003366185,"domain_scores_codex":[0.9999031,0.0000139884,0.000008430869,0.0000198791,0.00002109647,0.0000334214],"domain_scores_gemma":[0.9998635,0.00003207149,0.00002118891,0.00002577098,0.000007052406,0.00005034768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.005148901,0.001207943,0.0459171,0.0009178348,0.0001827665,0.02016641,0.0002596684,0.001965575,0.03132362,0.002016787,0.01386053,0.8770329],"study_design_scores_gemma":[0.003283659,0.02286177,0.401168,0.001020382,0.0004589027,0.2205316,0.0006688461,0.005593683,0.05547436,0.004989041,0.2837884,0.0001612986],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8335651,0.03057997,0.02527644,0.01032902,0.002569786,0.001395055,0.001349015,0.00187842,0.09305721],"genre_scores_gemma":[0.9578848,0.004804948,0.0107492,0.002865286,0.0006780504,0.0003010359,0.001130763,0.00009045411,0.02149545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004313947,"threshold_uncertainty_score":0.0144316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02612274058956314,"score_gpt":0.3254590829397936,"score_spread":0.2993363423502304,"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."}}