{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003432743,0.0009556634,0.002629096,0.0005185215,0.0001777559,0.0002402729,0.0002313174,0.0006553482,0.00003825132],"category_scores_gemma":[0.0001605977,0.0006394215,0.001386962,0.0006292115,0.0002657225,0.00006466149,0.0002417701,0.000379383,0.00008905033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001357471,"about_ca_system_score_gemma":0.0002762172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000605662,"about_ca_topic_score_gemma":0.000001285097,"domain_scores_codex":[0.9965348,0.00007510648,0.0010258,0.001205365,0.0003897206,0.0007692063],"domain_scores_gemma":[0.9983499,0.0002462353,0.0002712313,0.0004876352,0.0001323489,0.0005126648],"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":[0.00004195879,0.00008086767,4.891908e-7,0.03665616,0.000648062,0.0008517651,0.00002803698,9.759311e-9,0.00137685,0.000704223,0.001404811,0.9582068],"study_design_scores_gemma":[0.0006819249,0.0003319135,7.23622e-7,0.02318057,0.004681391,0.002251952,0.00003322752,0.00003095867,0.0006269605,0.0001894931,0.9672989,0.0006919832],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001509989,0.9947973,0.0006401127,0.0002878708,0.000507212,0.002036114,0.0006224056,0.0002500937,0.0007078473],"genre_scores_gemma":[0.0001128872,0.9922825,0.005088201,0.0001486721,0.0004152343,0.0003494873,0.0003958574,0.0002642748,0.0009429596],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9658941,"threshold_uncertainty_score":0.9996057,"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."}}