{"id":"W4395676460","doi":"10.1097/js9.0000000000001458","title":"Impact of blood salvage therapy during oncologic liver surgeries on allogenic transfusion events, survival, and recurrence: an ambidirectional cohort study","year":2024,"lang":"en","type":"article","venue":"International Journal of Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centres Intégré Universitaires de Santé et de Services Sociaux; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"Université de Sherbrooke","keywords":"Medicine; Autologous blood; Blood transfusion; Surgery; Cohort; Salvage therapy; Cohort study; Internal medicine; Chemotherapy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001229535,0.0002927939,0.0004751314,0.0006816432,0.0005134747,0.0007699868,0.0003702742,0.0003839226,0.001421317],"category_scores_gemma":[0.001857189,0.0002547797,0.001088844,0.0008640256,0.0003028888,0.0006287264,0.0005973931,0.0005769647,0.0002908375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002693774,"about_ca_system_score_gemma":0.0004872413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001002835,"about_ca_topic_score_gemma":0.001474424,"domain_scores_codex":[0.9992344,0.0001650966,0.0001250295,0.0001915733,0.000141251,0.0001425985],"domain_scores_gemma":[0.9988387,0.0001796848,0.0004674311,0.000222839,0.0001119011,0.0001793824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009797674,0.0001666469,0.995941,0.00002901342,0.0002175953,0.0001187211,0.0001348624,0.00003477314,0.0001713926,0.00003237447,0.0001097934,0.002063972],"study_design_scores_gemma":[0.0001030334,0.002311382,0.9945259,0.00003771267,0.0003959021,0.0008529778,0.0005052936,0.0002436415,0.0001833539,0.00006133719,0.0007635896,0.00001582242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989823,0.0003863095,0.0001368176,0.00001744626,0.000008337241,0.00003100861,0.0002143786,0.000001571661,0.0002218612],"genre_scores_gemma":[0.998987,0.000217318,0.0001123887,0.00003729631,0.00002100478,0.00004078704,0.0004441245,0.00000236617,0.0001378118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001421317,"threshold_uncertainty_score":0.006502509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1203468181174679,"score_gpt":0.3348734337502213,"score_spread":0.2145266156327535,"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."}}