{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006841857,0.00009189393,0.0002113103,0.0004809162,0.0004527768,0.0001365885,0.0005166405,0.00005713388,0.00003074882],"category_scores_gemma":[0.0002899383,0.00006734852,0.00004425191,0.002347976,0.0004932388,0.0005843604,0.0002287522,0.0002167082,0.000005670774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005887481,"about_ca_system_score_gemma":0.0005601519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001200646,"about_ca_topic_score_gemma":0.0004886669,"domain_scores_codex":[0.9980446,0.0002426754,0.0004841661,0.0003410327,0.000499255,0.0003882977],"domain_scores_gemma":[0.9989569,0.00020649,0.0002545133,0.0001491641,0.0004208978,0.00001207366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004301487,0.004946699,0.6276694,0.00642476,0.0001518404,0.0000142949,0.05694898,0.00001862178,0.0002912658,0.1175854,0.03027358,0.1513737],"study_design_scores_gemma":[0.006644784,0.004001741,0.03717187,0.001230138,0.000005085621,3.600457e-7,0.1872625,0.001421801,0.0001287118,0.00770236,0.7541997,0.0002308931],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.009739691,0.000001594823,0.0002116538,0.0006684421,0.000006926419,0.9891181,0.00002483467,0.00004802451,0.0001807564],"genre_scores_gemma":[0.09259675,1.463141e-7,0.0002374729,0.000008692739,0.00009133528,0.9069973,0.00001402648,0.00001192166,0.0000423879],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7239262,"threshold_uncertainty_score":0.3482439,"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."}}