{"id":"W7117712244","doi":"10.1002/ajh.70181","title":"Factor <scp>XIII</scp> Supplementation in Postpartum Hemorrhage: From Biological Rationale to Clinical Implementation","year":2025,"lang":"en","type":"article","venue":"American Journal of Hematology","topic":"Blood properties and coagulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Toronto","funders":"","keywords":"Observational study; Fibrin; Factor XIII; Fibrinogen; Randomized controlled trial; Coagulation; Clinical trial; Pregnancy","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":[],"consensus_categories":[],"category_scores_codex":[0.0002887759,0.000110185,0.0005707564,0.0002317987,0.00003676489,0.00001307785,0.00009317967,0.000060521,0.0002055098],"category_scores_gemma":[0.000323953,0.00008562615,0.0001095848,0.0003079629,0.00009208646,0.00008352712,0.00003728719,0.0002167463,0.00001615844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005968011,"about_ca_system_score_gemma":0.0002008422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001548553,"about_ca_topic_score_gemma":0.0001074464,"domain_scores_codex":[0.9982684,0.0002261979,0.0009696485,0.00018387,0.0001588316,0.0001930861],"domain_scores_gemma":[0.9987413,0.0004608029,0.0003954558,0.0001158462,0.0001802134,0.000106359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003545803,0.0002135631,0.9520442,0.00001322525,0.00010235,0.00007610557,0.000565812,0.000006906657,0.002205952,0.0004668366,0.002911089,0.04103937],"study_design_scores_gemma":[0.003226102,0.002703849,0.9706039,0.00007136106,0.00009548687,0.000253653,0.009281928,0.0001018932,0.009034388,0.0006470308,0.003920828,0.00005960428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885288,0.000230291,0.00252498,0.007983511,0.0003054409,0.0002969418,0.00001664577,0.000008970858,0.0001043751],"genre_scores_gemma":[0.9895672,0.00007000604,0.006497488,0.003596253,0.0001265004,0.00001250986,0.0000707354,0.0000070501,0.00005225857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04097977,"threshold_uncertainty_score":0.3491733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.037164312564713,"score_gpt":0.3761139152110131,"score_spread":0.3389496026463001,"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."}}