{"id":"W4320914255","doi":"10.1136/ijgc-2022-004228","title":"Adverse postoperative outcomes associated with perioperative blood transfusion in gynecologic oncology surgery","year":2023,"lang":"en","type":"article","venue":"International Journal of Gynecological Cancer","topic":"Blood transfusion and management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Perioperative; Gynecologic oncology; Blood transfusion; Incidence (geometry); Odds ratio; Laparotomy; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004337979,0.000134554,0.0002346773,0.0004129154,0.0003162544,0.0005693657,0.0002285566,0.0002930614,0.001456349],"category_scores_gemma":[0.004606178,0.00009438446,0.0005296473,0.0008576702,0.0002006229,0.0003047251,0.0003951476,0.0008723547,0.00009581125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003374527,"about_ca_system_score_gemma":0.0006868479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001528378,"about_ca_topic_score_gemma":0.002039885,"domain_scores_codex":[0.9994786,0.0001219517,0.0001241493,0.00004221328,0.0001080669,0.0001250508],"domain_scores_gemma":[0.9969703,0.0006680672,0.001722561,0.00007919604,0.0001942491,0.0003655738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00039031,0.00005925606,0.9929697,0.00008431177,0.0001641985,0.0002135796,0.00006168981,0.0000912346,0.0001385619,0.00007658314,0.0002928746,0.005457771],"study_design_scores_gemma":[0.00000967992,0.0002048705,0.9976102,0.00005730732,0.0001342901,0.0006601139,0.0003448041,0.0002258231,0.0001000359,0.0001703975,0.0004735485,0.000008932626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953609,0.002706903,0.0001273661,0.0002743257,0.00007020048,0.000009382828,0.0003433564,0.000003832679,0.001103748],"genre_scores_gemma":[0.9983841,0.0009563345,0.00007756773,0.0000994374,0.00005623563,0.000008360761,0.000308385,0.00000179379,0.00010774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001528378,"threshold_uncertainty_score":0.004871964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03843193249496432,"score_gpt":0.3407151435185312,"score_spread":0.3022832110235668,"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."}}