{"id":"W4404000672","doi":"10.1016/j.indic.2024.100526","title":"Indicators for monitoring and evaluating research-for-development: A critical review of a system in use","year":2024,"lang":"en","type":"review","venue":"Environmental and Sustainability Indicators","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"Consortium of International Agricultural Research Centers; Royal Roads University","keywords":"Computer science; Risk analysis (engineering); Systems engineering; Medicine; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.006765125,0.000265239,0.000921749,0.0005648918,0.0004925217,0.0000834977,0.000211853,0.0002569545,0.00001234224],"category_scores_gemma":[0.001857636,0.0002305341,0.0001430797,0.0005922943,0.0008557269,0.000171425,0.0001902366,0.0003552379,0.000003049871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002735514,"about_ca_system_score_gemma":0.002193809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008753044,"about_ca_topic_score_gemma":0.000005388506,"domain_scores_codex":[0.9965633,0.0005946927,0.0009420168,0.0006377004,0.0007208657,0.0005414379],"domain_scores_gemma":[0.9977316,0.00157315,0.0002287928,0.0001981047,0.00004279408,0.0002255401],"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":[0.000007149004,0.000105622,0.006134719,0.3333128,0.00005333527,0.000002935343,0.01219139,1.46374e-8,4.652921e-8,0.004970448,0.0001364752,0.6430851],"study_design_scores_gemma":[0.0001020723,0.00005015608,0.001172745,0.04488485,0.0001639583,0.00000144689,0.009780291,2.880044e-7,8.796395e-7,0.0002910584,0.9433099,0.0002423683],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006890789,0.9888291,0.000006238904,0.0001824159,0.0001824711,0.003780623,0.00006833291,0.00001807729,0.00004197667],"genre_scores_gemma":[0.01170728,0.9848624,0.0006757329,0.000009853035,0.00009749967,0.002308039,0.00003242412,0.00002963176,0.0002770961],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9431734,"threshold_uncertainty_score":0.9400908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1168401685988618,"score_gpt":0.4790186462356245,"score_spread":0.3621784776367627,"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."}}