{"id":"W4399301229","doi":"10.2196/52243","title":"The Durban University of Technology Faculty of Health Sciences Decentralized Clinical Training Project: Protocol for an Implementation Study in KwaZulu-Natal, South Africa","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Appreciative Inquiry and Organizational Change","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Focus group; Context (archaeology); Qualitative research; Participatory action research; Procurement; Medicine; Protocol (science); Sociology; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1237191,0.003401496,0.003473495,0.004380252,0.004969676,0.004682527,0.003902378,0.00522314,0.06270086],"category_scores_gemma":[0.07335912,0.003150901,0.002606217,0.003784172,0.004025196,0.005431558,0.004206148,0.00580886,0.01213387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008549042,"about_ca_system_score_gemma":0.03823222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003324622,"about_ca_topic_score_gemma":0.006848453,"domain_scores_codex":[0.9441735,0.04110427,0.007063296,0.002385071,0.002298414,0.002975468],"domain_scores_gemma":[0.948658,0.01799468,0.007291499,0.00588597,0.01491601,0.005253822],"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":[0.09586408,0.03044882,0.01052739,0.1238135,0.0008930777,0.007297902,0.1018495,0.00795707,0.01624715,0.05102317,0.2028566,0.3512219],"study_design_scores_gemma":[0.08556712,0.0305925,0.03998527,0.05689187,0.0005734967,0.001346611,0.06214783,0.004463729,0.008570731,0.01884845,0.6902189,0.0007934825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001241701,0.00007119388,0.001893546,0.0001703228,0.00008510178,0.9952407,0.0006165623,0.00002350808,0.0006573422],"genre_scores_gemma":[0.0009434995,0.00005874571,0.002578546,0.00006565976,0.000009245176,0.9960682,0.00009846166,0.000002626591,0.0001748973],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1237191,"threshold_uncertainty_score":0.6542969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7193199678867161,"score_gpt":0.6413247390198142,"score_spread":0.07799522886690191,"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."}}