{"id":"W4308430099","doi":"10.1016/j.sopen.2022.10.005","title":"Bridging the know-do gap in low-income surgical environments: Creating contextually appropriate training videos to promote safer surgery in Ethiopia","year":2022,"lang":"en","type":"article","venue":"Surgery Open Science","topic":"Surgical site infection prevention","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Peter's Hospital","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Fogarty International Center; National Institutes of Health; Stanford University","keywords":"SAFER; Checklist; Medicine; Best practice; Curriculum; Workaround; Limited resources; Infection control; Medical education; Patient safety; Nursing; Medical emergency; Surgery; Health care; Risk analysis (engineering); Psychology; Political science; Computer science","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":[0.003759028,0.000397945,0.0001753837,0.0006664005,0.002063137,0.001973887,0.0008746648,0.0006547556,0.005213872],"category_scores_gemma":[0.005819314,0.0002409466,0.000223039,0.0002916291,0.001269102,0.001883673,0.002421863,0.0009983658,0.0004968432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001527833,"about_ca_system_score_gemma":0.006123872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002216983,"about_ca_topic_score_gemma":0.007081225,"domain_scores_codex":[0.9986438,0.0008198743,0.00004126978,0.00006600549,0.00009044081,0.0003385182],"domain_scores_gemma":[0.9954644,0.001999981,0.0004858643,0.0001068406,0.0003229225,0.001620033],"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":[0.0008196598,0.009420291,0.1293063,0.00605432,0.0000631691,0.01189039,0.1829658,0.00351807,0.02354058,0.01119928,0.03904129,0.5821809],"study_design_scores_gemma":[0.0002724373,0.003023189,0.09759582,0.00729998,0.0001279893,0.004154087,0.5711898,0.003621901,0.01416368,0.005129307,0.2931104,0.0003114273],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629091,0.001574492,0.007463707,0.007391382,0.0004556985,0.0007176237,0.0002318766,0.0001331939,0.01912289],"genre_scores_gemma":[0.9712033,0.001915574,0.02087132,0.001986712,0.0000649424,0.0003611745,0.0001287285,0.00002858784,0.00343971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005213872,"threshold_uncertainty_score":0.01987988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04943954667692541,"score_gpt":0.3248252202473736,"score_spread":0.2753856735704482,"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."}}