{"id":"W4372215942","doi":"10.1145/3572334.3572402","title":"Commissioning Development: Grantmaking, Community Voices, and their Implications for ICTD","year":2022,"lang":"en","type":"article","venue":"","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Project commissioning; Sustainable development; Insider; Workflow; Public relations; Political science; Process (computing); Politics; Bridge (graph theory); Publishing; Knowledge management; Business; Management; Computer science; Medicine; Economics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.000876381,0.0001191078,0.0001226579,0.0001185048,0.004416948,0.0001659552,0.001762889,0.0000204636,0.00001517119],"category_scores_gemma":[0.0000495289,0.0001075395,0.00002610149,0.000272732,0.00005355992,0.0002153478,0.002681213,0.0003421263,0.000001487951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007186965,"about_ca_system_score_gemma":0.000143351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001065793,"about_ca_topic_score_gemma":0.00007451414,"domain_scores_codex":[0.9991053,0.0002676247,0.0002035101,0.0001257817,0.00007280842,0.0002249563],"domain_scores_gemma":[0.9982557,0.0007972533,0.00007899397,0.0007423736,0.00007590262,0.0000497977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008419815,0.0002336286,0.006023166,0.0000830942,0.00007153921,3.013904e-7,0.1159275,0.00007306546,0.0004823486,0.7105118,0.01005501,0.1565301],"study_design_scores_gemma":[0.0005473661,0.0001122468,0.03454626,0.00003640191,0.000003903905,0.00008698577,0.006465842,0.007522253,0.001876075,0.06552425,0.8827546,0.0005237685],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07336696,0.0002881803,0.9085174,0.005364462,0.000242819,0.0004005663,0.00001153957,0.0005423265,0.01126578],"genre_scores_gemma":[0.8507376,0.000004744567,0.147292,0.001133389,0.000008146387,0.0002453052,0.00002379602,0.00001097689,0.0005440188],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8726996,"threshold_uncertainty_score":0.9968792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06299285455221779,"score_gpt":0.2849634881573673,"score_spread":0.2219706336051495,"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."}}