{"id":"W2034646290","doi":"10.1245/s10434-012-2521-1","title":"The Role of Heated Intraperitoneal Chemotherapy (HIPEC) in Ovarian Cancer: Hope or Hoax?","year":2012,"lang":"en","type":"letter","venue":"Annals of Surgical Oncology","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Columbia College","funders":"","keywords":"Medicine; Hyperthermic intraperitoneal chemotherapy; Ovarian cancer; Surgical oncology; Chemotherapy; Intraperitoneal chemotherapy; Oncology; Modality (human–computer interaction); Treatment modality; General surgery; Disease; Intensive care medicine; Cancer; Cytoreductive surgery; Internal medicine; Surgery","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":[0.001598292,0.0003914653,0.0008479325,0.0003928559,0.002004323,0.002011408,0.001020443,0.02722883,0.004902715],"category_scores_gemma":[0.01100412,0.0003253682,0.0007441257,0.0004929886,0.002276384,0.003737882,0.001008459,0.02115713,0.002215985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002575732,"about_ca_system_score_gemma":0.002149507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002268229,"about_ca_topic_score_gemma":0.00612098,"domain_scores_codex":[0.9987877,0.0005365625,0.0001393855,0.0001028639,0.0002796653,0.0001537783],"domain_scores_gemma":[0.9967335,0.001718076,0.0003522981,0.0001025236,0.0004318231,0.0006618286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002871386,0.0001490821,0.004539862,0.0002383795,0.00004057349,0.01645777,0.000282432,0.0003648706,0.0004875605,0.00941532,0.9160416,0.05169541],"study_design_scores_gemma":[0.0003437597,0.0003072864,0.003520848,0.0009667506,0.0000711583,0.02376627,0.0008930346,0.001055568,0.0003225316,0.01981322,0.9488494,0.00009013112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009679607,0.005275636,0.0000914772,0.9837443,0.006734211,0.000004433809,0.0000141722,0.000009335738,0.003158426],"genre_scores_gemma":[0.02065109,0.01139136,0.0004282218,0.8595965,0.1020425,0.00002264004,0.00003315227,0.00001521911,0.005819216],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02722883,"threshold_uncertainty_score":0.01868826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04495916902466552,"score_gpt":0.3517551106520091,"score_spread":0.3067959416273436,"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."}}