{"id":"W4416690686","doi":"10.1016/j.tmrv.2025.150934","title":"New Horizons in Transfusion Medicine","year":2025,"lang":"en","type":"article","venue":"Transfusion Medicine Reviews","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"","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":[0.004293846,0.000853177,0.001242916,0.003298852,0.001038116,0.005396993,0.0009500209,0.004438746,0.01971656],"category_scores_gemma":[0.009369583,0.0004273498,0.0006377675,0.002844204,0.002596722,0.005931257,0.001898769,0.006603527,0.00419814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002327079,"about_ca_system_score_gemma":0.003660805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001806953,"about_ca_topic_score_gemma":0.006997576,"domain_scores_codex":[0.9981738,0.0006656797,0.0001882513,0.0001281171,0.0007108847,0.0001332846],"domain_scores_gemma":[0.9918904,0.00425438,0.0006106084,0.000265169,0.001844925,0.001134482],"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":[0.00007861285,0.0001314617,0.0006184612,0.003887792,0.00006889436,0.0001832958,0.0003897407,0.0002176414,0.0006077208,0.02909008,0.5652388,0.3994874],"study_design_scores_gemma":[0.00001682899,0.00003067154,0.0007118186,0.002347786,0.00002228631,0.0002143445,0.0001959082,0.00005944756,0.00003297883,0.009463615,0.986892,0.00001237923],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001315874,0.9382985,0.0002149841,0.03721327,0.01669172,0.000005494568,0.00001518827,0.0000208213,0.00740854],"genre_scores_gemma":[0.002872939,0.8834285,0.0007792388,0.03393313,0.07072738,0.00002180705,0.00004127621,0.0000175108,0.00817823],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01971656,"threshold_uncertainty_score":0.06595844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04330779141783209,"score_gpt":0.3574536374073489,"score_spread":0.3141458459895168,"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."}}