{"id":"W2965754523","doi":"","title":"Mutual reinforcement: combining project outputs with capacity development outcomes for service delivery","year":2013,"lang":"en","type":"other","venue":"Loughborough University Institutional Repository (Loughborough University)","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sanitation; Capacity development; Capacity building; Process management; Business; Service delivery framework; Sustainability; Service (business); Risk analysis (engineering); Computer science; Environmental economics; Engineering; Economic growth; Economics; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0001554454,0.001235243,0.001176222,0.001465277,0.00221769,0.000225317,0.001505256,0.0009557304,0.0001499533],"category_scores_gemma":[0.00003267684,0.001339007,0.0004350299,0.001352686,0.0006864227,0.001502627,0.0005027023,0.0007973904,0.0001792438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002348862,"about_ca_system_score_gemma":0.001004352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005360478,"about_ca_topic_score_gemma":0.001378479,"domain_scores_codex":[0.9953825,0.0002574889,0.0005920459,0.001583414,0.001085108,0.001099389],"domain_scores_gemma":[0.9968049,0.0002320439,0.0008850871,0.0009104644,0.0007695273,0.0003979687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0199118,0.005856514,0.02578777,0.008814826,0.01141947,0.005738825,0.01518417,0.003735464,0.0005246592,0.1797882,0.7208613,0.002377003],"study_design_scores_gemma":[0.007958372,0.0003230924,0.0007947426,0.001100285,0.0006398287,0.0001240117,0.001016915,0.0001929796,0.0008670794,0.00002316343,0.9852136,0.001745967],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03039406,0.0002089343,0.01486902,0.00121287,0.004570814,0.006594676,0.001017222,0.002475576,0.9386568],"genre_scores_gemma":[0.06772339,0.00009554118,0.01905615,0.001374795,0.001016811,0.00002094842,0.002329773,0.0006395258,0.9077431],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2643523,"threshold_uncertainty_score":0.9990813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02341477448233506,"score_gpt":0.2119948078355526,"score_spread":0.1885800333532175,"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."}}