{"id":"W3009933477","doi":"10.1097/sap.0000000000002196","title":"Creating an Outpatient, Local Anesthetic Hand Operating Room in a Resource-Constrained Ghanaian Hospital Builds Surgical Capacity and Financial Stability","year":2020,"lang":"en","type":"article","venue":"Annals of Plastic Surgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital; Dalhousie University","funders":"","keywords":"Medicine; Local anesthesia; Surgery; Tourniquet","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":[0.0008010226,0.0003085157,0.0001275807,0.0005465827,0.001125336,0.001099977,0.0007187825,0.0003915979,0.01522071],"category_scores_gemma":[0.002766455,0.0002141149,0.0002228035,0.0004356545,0.0009323077,0.001201224,0.002232778,0.0006227553,0.001369702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001142236,"about_ca_system_score_gemma":0.004054544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002389892,"about_ca_topic_score_gemma":0.008643806,"domain_scores_codex":[0.9992612,0.0001935425,0.00005153693,0.00007886899,0.00009399989,0.0003208409],"domain_scores_gemma":[0.9962508,0.0003197877,0.001090056,0.000118044,0.000186296,0.002034985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007312933,0.001458345,0.6567045,0.001558673,0.00006122407,0.02558738,0.005691634,0.001722024,0.01623961,0.002380702,0.03396932,0.2538952],"study_design_scores_gemma":[0.0002876557,0.004065731,0.7271507,0.002860415,0.0001031472,0.04684258,0.06636196,0.003224632,0.003830846,0.002479674,0.1425966,0.0001961151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709132,0.002556327,0.004703831,0.007021422,0.0004905381,0.0003845076,0.0002663052,0.0001422165,0.0135216],"genre_scores_gemma":[0.9864188,0.001574014,0.00765152,0.001027958,0.0002264371,0.0001370021,0.0001840382,0.00002882861,0.002751402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01522071,"threshold_uncertainty_score":0.05091834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05616507198432054,"score_gpt":0.2864504559194134,"score_spread":0.2302853839350929,"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."}}