{"id":"W3163647244","doi":"10.3390/su13105744","title":"Bridging Science and Practice-Importance of Stakeholders in the Development of Decision Support: Lessons Learned","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Bill and Melinda Gates Foundation","keywords":"Sanitation; Stakeholder; Bridging (networking); Process (computing); Variety (cybernetics); Process management; Knowledge management; Business; Stakeholder engagement; Decision support system; Plan (archaeology); Computer science; Engineering; Public relations; Political science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2611149,0.001306023,0.002021821,0.003522185,0.01088988,0.02532162,0.007333157,0.01602897,0.005040672],"category_scores_gemma":[0.2916634,0.001601877,0.001810801,0.003646269,0.03482417,0.0348723,0.02963175,0.02567375,0.0009137631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02420387,"about_ca_system_score_gemma":0.07531777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009655942,"about_ca_topic_score_gemma":0.01793748,"domain_scores_codex":[0.6628276,0.2963123,0.01009347,0.00716911,0.01555128,0.008046234],"domain_scores_gemma":[0.415143,0.5299253,0.007069799,0.008337229,0.02773655,0.01178816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001612146,0.0003163809,0.004932034,0.01236645,0.0001617438,0.003058765,0.4396374,0.001777439,0.000768594,0.1728887,0.04358332,0.320348],"study_design_scores_gemma":[0.000104047,0.0003313148,0.001644311,0.04464468,0.00009086826,0.00122751,0.2988376,0.001904115,0.001222461,0.2394669,0.4103045,0.0002216844],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01716177,0.03009274,0.03823107,0.8949273,0.004018542,0.0004097011,0.00005785715,0.00009348884,0.01500754],"genre_scores_gemma":[0.7077879,0.04870848,0.1118189,0.1221958,0.002928864,0.002041926,0.00009336563,0.0002565002,0.004168247],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2611149,"threshold_uncertainty_score":0.9111769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08594938019804578,"score_gpt":0.3855511515886082,"score_spread":0.2996017713905624,"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."}}