{"id":"W4386568222","doi":"10.34133/cbsystems.0058","title":"Rational Design of Bioactive Materials for Bone Hemostasis and Defect Repair","year":2023,"lang":"en","type":"review","venue":"Cyborg and Bionic Systems","topic":"Hemostasis and retained surgical items","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hemostasis; Medicine; Bone healing; Surgery; Intensive care medicine","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":[0.001596403,0.0003219109,0.00232459,0.0001931111,0.00009027382,0.00003926273,0.000043238,0.0004264917,0.00001119132],"category_scores_gemma":[0.0003704659,0.0001954515,0.00039795,0.0002654938,0.0001307595,0.00002993601,0.00004238739,0.0001037024,0.000008758902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007650063,"about_ca_system_score_gemma":0.0003412171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004234323,"about_ca_topic_score_gemma":5.991698e-7,"domain_scores_codex":[0.9978727,0.0002573326,0.0009183842,0.0004541913,0.000254447,0.0002430095],"domain_scores_gemma":[0.9981295,0.0008534582,0.0004129275,0.0002251023,0.0002293761,0.0001495727],"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":[0.0005047042,0.0002924643,0.00002505,0.3246329,0.005721591,0.0001600933,0.0002042893,0.000001153053,0.0006714888,0.004380332,0.01156441,0.6518415],"study_design_scores_gemma":[0.0009175436,0.0005332562,0.000006675577,0.02641018,0.002079285,0.0005704976,0.0001664227,0.00008079178,0.000124707,0.00001733319,0.9687632,0.0003301132],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000162137,0.9953859,0.0002640139,0.00004860227,0.0003770833,0.003012131,0.000630821,0.00007967977,0.00003962258],"genre_scores_gemma":[0.0006452963,0.9974267,0.000162369,0.00001113227,0.0003388964,0.0002949254,0.0003250213,0.00005531025,0.0007403054],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9571988,"threshold_uncertainty_score":0.7970281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1609462064919661,"score_gpt":0.3763730782330709,"score_spread":0.2154268717411047,"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."}}