{"id":"W7110697600","doi":"","title":"Practical Guide: Operationalising Adaptive Management : A Guide for making complex programming decisions, based on the example of the SIPRA programme (Stregthening Inclusive Partnerships for Smallholders in Rain-fed Areas) in Sudan","year":2025,"lang":"en","type":"other","venue":"Socio-Environmental Systems Modeling","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute on Governance","funders":"","keywords":"Adaptive management; Complex adaptive system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003140187,0.002057565,0.0009221191,0.002602605,0.0009416721,0.004334967,0.002452294,0.002922255,0.1074581],"category_scores_gemma":[0.008922382,0.001351743,0.0008267747,0.00312354,0.0009672011,0.003623539,0.001878938,0.002624933,0.06741438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001493911,"about_ca_system_score_gemma":0.004813911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02142187,"about_ca_topic_score_gemma":0.03749599,"domain_scores_codex":[0.9987577,0.000557894,0.0001470524,0.00009549798,0.0003581986,0.00008360098],"domain_scores_gemma":[0.9956647,0.002489116,0.0001603093,0.0002769559,0.00116397,0.0002449537],"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":[0.00003127486,0.0001471522,0.0004182002,0.000670802,0.00001268164,0.000192331,0.0008691683,0.008022686,0.0009382503,0.03794931,0.6770024,0.2737457],"study_design_scores_gemma":[0.00003400888,0.00003749657,0.0005705231,0.0006695683,0.000007655039,0.0001822537,0.0004163763,0.007764363,0.0005732878,0.02409639,0.9656057,0.00004242448],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001504698,0.004356974,0.6681768,0.008998537,0.0009886965,0.002545085,0.02599149,0.02230588,0.2651317],"genre_scores_gemma":[0.005262318,0.00452359,0.7912916,0.001317078,0.0001588363,0.002288522,0.009187431,0.003428939,0.1825417],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1074581,"threshold_uncertainty_score":0.3594832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1824643032267565,"score_gpt":0.3526249999156474,"score_spread":0.1701606966888909,"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."}}