{"id":"W3203168798","doi":"10.1245/s10434-021-10835-z","title":"ASO Author Reflections: Opportunities for Improving HIPEC Outcomes","year":2021,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Surgical oncology; Medicine; General surgery; Oncology","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":[0.01458796,0.0008025835,0.001086762,0.001089657,0.003086364,0.009467004,0.002249893,0.0283481,0.0229671],"category_scores_gemma":[0.06537467,0.0005802416,0.001709641,0.001086942,0.003618473,0.008085401,0.00563998,0.037886,0.00963222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00374496,"about_ca_system_score_gemma":0.02415224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004426562,"about_ca_topic_score_gemma":0.01156758,"domain_scores_codex":[0.9890464,0.002523385,0.001204766,0.001016485,0.004214662,0.001994239],"domain_scores_gemma":[0.8909261,0.03795068,0.005221407,0.003080926,0.03690233,0.0259185],"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":[0.00003510695,0.00003815387,0.0004784108,0.0001070528,0.00001196238,0.00009815229,0.00007944136,0.00004978055,0.00006000891,0.00171833,0.9801714,0.0171523],"study_design_scores_gemma":[0.0001054724,0.00009168461,0.001341193,0.001128003,0.00005753087,0.0003898241,0.000924078,0.0002146298,0.0002785921,0.008683738,0.9867039,0.0000814789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001823148,0.002724469,0.0001341771,0.9275182,0.06689972,0.000006221811,0.00006115658,0.00002880593,0.002444903],"genre_scores_gemma":[0.006514777,0.01024859,0.001251648,0.7896798,0.1828519,0.00004232159,0.0001232928,0.00008125199,0.009206389],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0283481,"threshold_uncertainty_score":0.07714939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3438070448360738,"score_gpt":0.4875941547402908,"score_spread":0.1437871099042171,"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."}}