{"id":"W4408732647","doi":"10.1097/gox.0000000000006572","title":"WALANT Decreases Costs of Surgery to Increase Access and Help Alleviate Poverty in East Africa","year":2025,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Global Health and Surgery","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital; Dalhousie University","funders":"","keywords":"Tourniquet; Medicine; Sedation; Surgery; Local anesthesia","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":[0.001043565,0.0003485876,0.0001514421,0.0008269319,0.001036691,0.001065919,0.0004471119,0.0005428588,0.01235025],"category_scores_gemma":[0.003043907,0.0001355892,0.0003235185,0.000639309,0.0005067318,0.001160337,0.0013974,0.0008939183,0.0007992976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009707211,"about_ca_system_score_gemma":0.00411396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00398438,"about_ca_topic_score_gemma":0.00850487,"domain_scores_codex":[0.9993556,0.000257228,0.00003426486,0.0000243726,0.0001148556,0.0002136381],"domain_scores_gemma":[0.9989373,0.0001928451,0.0003144331,0.00002257267,0.0001786108,0.0003542293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006170976,0.001072843,0.06671879,0.00610805,0.0001786783,0.00621162,0.004796007,0.0009199762,0.008519497,0.02531585,0.1007322,0.7788094],"study_design_scores_gemma":[0.0002659768,0.00214511,0.129872,0.009521101,0.0003331212,0.007754864,0.01861316,0.001308437,0.007260461,0.009966273,0.8128331,0.0001263889],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5547552,0.1081383,0.005440044,0.1725697,0.00341389,0.0006419481,0.001121882,0.000319942,0.1535992],"genre_scores_gemma":[0.8829411,0.07093194,0.009637441,0.01255498,0.0008035781,0.0002549789,0.0003042147,0.0000900036,0.0224817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01235025,"threshold_uncertainty_score":0.04131573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03981924409790247,"score_gpt":0.3229289908390314,"score_spread":0.283109746741129,"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."}}