{"id":"W7118001058","doi":"10.1007/978-3-032-04823-3_15","title":"Hemostasis and Basics of Hemorrhage Control","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Hemostasis and retained surgical items","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St Joseph's Health Centre; University of Toronto","funders":"","keywords":"Hemostasis; Perioperative; Blood loss; Blood transfusion; Hemostatics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000163997,0.0002797049,0.001019632,0.0001335595,0.00002934421,0.000008991247,0.00005552192,0.0004347989,0.001866119],"category_scores_gemma":[0.000061853,0.0001946657,0.0002546486,0.00003159729,0.0001593496,0.00001630218,0.00005128,0.0003335691,0.00001771454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002690862,"about_ca_system_score_gemma":0.0001294796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009887932,"about_ca_topic_score_gemma":0.000002285147,"domain_scores_codex":[0.9987766,0.000009445672,0.0004664053,0.0003083187,0.0002657316,0.0001735395],"domain_scores_gemma":[0.9989569,0.0002095552,0.0001228522,0.0003502659,0.0001786686,0.0001817204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004611298,0.000119001,0.0004435646,0.002502174,0.0009501639,0.0007007493,0.00003891146,3.573542e-7,0.0002283098,0.4194821,0.02003539,0.5550382],"study_design_scores_gemma":[0.002661575,0.0002450169,0.00005770788,0.000606539,0.0007831787,0.00009508022,0.00002020956,0.0002687644,0.0006393125,0.001840026,0.9924952,0.0002873778],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001021925,0.00360604,0.0005144577,0.00203172,0.0000938917,0.0004572725,0.0001471593,0.00004232248,0.9930049],"genre_scores_gemma":[0.02416487,0.0009494963,0.0007647712,0.001823628,0.00009413209,0.000003126207,0.00006095963,0.00003388563,0.9721051],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9724599,"threshold_uncertainty_score":0.9990463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01376062342256766,"score_gpt":0.2475998137664604,"score_spread":0.2338391903438928,"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."}}