{"id":"W4391174401","doi":"10.1002/wjs.12054","title":"Prehospital hemorrhage management in low‐ and middle‐income countries: A scoping review","year":2024,"lang":"en","type":"review","venue":"World Journal of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Psychological intervention; MEDLINE; Epidemiology; Emergency medicine; Randomized controlled trial; Scopus; Evidence-based medicine; Surgery; Internal medicine; Alternative medicine; Nursing; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001306171,0.0004363693,0.003815867,0.001248852,0.00004049973,0.00003109298,0.0001074271,0.00007646139,0.0001550446],"category_scores_gemma":[0.0001066148,0.0002992192,0.00103707,0.0009260932,0.00007270486,0.0001082763,0.0001170351,0.000686106,0.0000420272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001973582,"about_ca_system_score_gemma":0.000365261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002689108,"about_ca_topic_score_gemma":0.00001478488,"domain_scores_codex":[0.9966466,0.00008899923,0.002156645,0.0002881485,0.0004772333,0.0003423055],"domain_scores_gemma":[0.9985572,0.0002948857,0.0006548871,0.0002316457,0.000106055,0.0001553113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001108567,0.00002671655,0.0001732146,0.7312022,0.0005097211,0.004847064,0.00003074627,2.295192e-8,1.373064e-9,0.00001376529,0.003309566,0.2598759],"study_design_scores_gemma":[0.00009692881,0.00002043432,0.0001027066,0.6916597,0.002934688,0.0007351394,0.00001752434,8.421857e-8,2.217092e-8,0.000007555007,0.3042521,0.0001730362],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003948315,0.994813,0.000001046173,0.0004445488,0.001792944,0.0008712523,0.000008237927,0.00001714345,0.002012325],"genre_scores_gemma":[0.00004041016,0.9979069,0.0001100852,0.0001933916,0.0004353296,0.00004240344,0.000005611626,0.00005632359,0.001209552],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3009425,"threshold_uncertainty_score":0.999946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07094311040882731,"score_gpt":0.3584166888131958,"score_spread":0.2874735784043685,"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."}}