{"id":"W4413439768","doi":"10.1016/j.hpb.2025.08.002","title":"Building effective relationships in global surgery: an exploratory qualitative study","year":2025,"lang":"en","type":"article","venue":"HPB","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"National Cancer Institute; National Institutes of Health; International Hepato-Pancreato-Biliary Association","keywords":"Medicine; Qualitative research; Exploratory research; Anthropology","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":[0.03763016,0.0008334948,0.001141018,0.002181396,0.02205135,0.009609361,0.003219465,0.003559555,0.007403224],"category_scores_gemma":[0.05792714,0.001034143,0.0005040606,0.002705506,0.01858199,0.008081409,0.01270206,0.008170252,0.0006752331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01076414,"about_ca_system_score_gemma":0.01553923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01081203,"about_ca_topic_score_gemma":0.02263712,"domain_scores_codex":[0.9666812,0.02690657,0.00048101,0.0009134471,0.001443596,0.003574234],"domain_scores_gemma":[0.9112518,0.07183575,0.003537492,0.001363025,0.003888319,0.008123599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002616728,0.00008539196,0.001431628,0.0001447045,0.000002926961,0.0002540314,0.9933777,0.0000199945,0.0002203282,0.001688036,0.0004156688,0.0023334],"study_design_scores_gemma":[0.000004611718,0.0000218397,0.0004163622,0.00009405183,0.000001766992,0.00004703603,0.9965547,0.00001797332,0.00007266237,0.000281824,0.002482288,0.000004827999],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650324,0.0009987816,0.004409804,0.01028731,0.0001919641,0.0009071121,0.0002354279,0.00003641991,0.01790065],"genre_scores_gemma":[0.9908174,0.0006861126,0.001689062,0.002288909,0.00002832751,0.0006881502,0.00006671027,0.00005068781,0.003684531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03763016,"threshold_uncertainty_score":0.1990097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0710755382916502,"score_gpt":0.4229412458961023,"score_spread":0.3518657076044521,"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."}}