{"id":"W4403845344","doi":"10.1021/acs.biomac.4c00952","title":"External Bleeding and Advanced Biomacromolecules for Hemostasis","year":2024,"lang":"en","type":"review","venue":"Biomacromolecules","topic":"Hemostasis and retained surgical items","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Hemostasis; Hemostatics; Chemistry; Medicine; Surgery","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":[0.0003145522,0.0006353956,0.000600796,0.001994295,0.0002385449,0.0006521446,0.000341847,0.0009205547,0.003818442],"category_scores_gemma":[0.0003177768,0.0002134442,0.0004389137,0.001329357,0.0003135848,0.0009493817,0.0004487729,0.001255969,0.001908441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003610272,"about_ca_system_score_gemma":0.000462664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005471451,"about_ca_topic_score_gemma":0.0009867215,"domain_scores_codex":[0.9998624,0.00002094361,0.00001406534,0.00002245616,0.00006182891,0.00001817973],"domain_scores_gemma":[0.9999106,0.00003712835,0.00001672769,0.000003673184,0.0000235714,0.000008359628],"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":[0.00004774285,0.0001376826,0.0002031448,0.01890743,0.00007757311,0.0003009397,0.0001190965,0.0004972894,0.01294383,0.01192392,0.02809336,0.926748],"study_design_scores_gemma":[0.000006966465,0.00009750854,0.0005233741,0.001533508,0.00004454204,0.001071984,0.00003655343,0.0000912899,0.002510471,0.001192683,0.9928781,0.0000129225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004158705,0.9963632,0.0003007255,0.0001855434,0.0002205426,0.000009616006,0.00001926398,0.00001032971,0.002474966],"genre_scores_gemma":[0.002738183,0.9943873,0.0004030822,0.0002080679,0.0001408684,0.00001429586,0.00003650312,0.000002078809,0.002069442],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003818442,"threshold_uncertainty_score":0.01277399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06548135715768466,"score_gpt":0.3981360744494218,"score_spread":0.3326547172917372,"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."}}