{"id":"W4404456836","doi":"10.1016/j.tipsro.2024.100293","title":"Developing a modern radiotherapy department in a rural hospital in Cameroon: The Mbingo experience","year":2024,"lang":"en","type":"review","venue":"Technical Innovations & Patient Support in Radiation Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; BC Studies; University of British Columbia","funders":"","keywords":"Medicine; Radiation therapy; General surgery; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006865246,0.0005057006,0.001785946,0.001375563,0.00008643579,0.00001917159,0.0003634457,0.0009447081,0.0001111255],"category_scores_gemma":[0.0002645505,0.0003649677,0.0002125023,0.003569995,0.0003805366,0.0001505226,0.000100247,0.001742928,0.0000234621],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00742808,"about_ca_system_score_gemma":0.002516532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003880567,"about_ca_topic_score_gemma":0.0002579404,"domain_scores_codex":[0.9958358,0.0002823392,0.002312589,0.0006645482,0.0003171113,0.0005875678],"domain_scores_gemma":[0.9981599,0.0005568329,0.0006042426,0.0005314163,0.00008276926,0.00006486047],"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":[0.00005454212,0.0007494176,0.001866595,0.0004991455,0.00005789696,0.0003250941,0.002061646,0.00003487379,0.00000320214,0.004916393,0.001150346,0.9882808],"study_design_scores_gemma":[0.001245357,0.001297475,0.0009821485,0.001862317,0.00009070668,0.0003740856,0.0002281802,0.0002744521,0.000001471844,0.0007789407,0.9924452,0.0004196192],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005270825,0.9808047,0.001813226,0.004596765,0.001469043,0.005289587,0.00003428591,0.0001628926,0.0005586207],"genre_scores_gemma":[0.008977108,0.9778364,0.005003739,0.001990714,0.0002149036,0.005315999,0.000504213,0.00008087705,0.00007606954],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9912949,"threshold_uncertainty_score":0.9998803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04539920767018561,"score_gpt":0.4535035099753926,"score_spread":0.4081043023052069,"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."}}