{"id":"W4396238927","doi":"10.1097/xcs.0000000000001104","title":"Fidelity in Academic Global Surgery and Research: Incorporating Trustworthiness in the Development of Research Partnerships, Infrastructure, and Policy","year":2024,"lang":"en","type":"review","venue":"Journal of the American College of Surgeons","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; General partnership; Global health; Promotion (chess); Medical education; Psychological intervention; Fidelity; Public relations; Nursing; Political science; Public health","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.15582,0.0009002468,0.002148642,0.005171366,0.00371857,0.01651423,0.002762888,0.007904808,0.002599768],"category_scores_gemma":[0.2482909,0.0009118706,0.001184837,0.006270206,0.02512361,0.02381078,0.0130799,0.007920837,0.0004580067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01202534,"about_ca_system_score_gemma":0.04942748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005025025,"about_ca_topic_score_gemma":0.006723833,"domain_scores_codex":[0.7906217,0.1673793,0.0126829,0.00394238,0.02286071,0.002512991],"domain_scores_gemma":[0.5758434,0.3756415,0.02004385,0.01214936,0.01270426,0.003617646],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005280452,0.00008351556,0.0021072,0.0345255,0.0003366375,0.0001875802,0.01148047,0.0009726925,0.0001641472,0.4579969,0.01279743,0.4792951],"study_design_scores_gemma":[0.00007691071,0.0001879193,0.003805854,0.2076734,0.0003794884,0.0007831904,0.01270199,0.001129566,0.0004863902,0.3353449,0.4372831,0.0001473615],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001903452,0.8862084,0.009059653,0.08526651,0.001753385,0.0002841906,0.00003336132,0.0000398254,0.01545116],"genre_scores_gemma":[0.1530885,0.797033,0.0203545,0.02504484,0.001917334,0.0008246907,0.00007391622,0.00006182326,0.001601444],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.84418,"threshold_uncertainty_score":0.8240649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2621864627371572,"score_gpt":0.5026039969089054,"score_spread":0.2404175341717483,"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."}}