{"id":"W4401210447","doi":"10.69925/amxf5110","title":"Engaged Research for Societal Benefit - A Call to Funders","year":2024,"lang":"en","type":"report","venue":"","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Global Change Institute, University of the Witwatersrand, Johannesburg; International Development Research Centre; Pew Charitable Trusts; National Science Foundation","keywords":"Call centre; Psychology; Business; Telecommunications; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.08184052,0.001753177,0.002948607,0.001955911,0.007563097,0.02812826,0.004944334,0.08175951,0.04200418],"category_scores_gemma":[0.1521831,0.001337863,0.001884836,0.003025819,0.01122269,0.03756265,0.02503794,0.0361455,0.0111343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008984613,"about_ca_system_score_gemma":0.08142391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008677856,"about_ca_topic_score_gemma":0.01754543,"domain_scores_codex":[0.9465507,0.02339211,0.002771922,0.002550869,0.01713331,0.007601012],"domain_scores_gemma":[0.765627,0.1146686,0.006829475,0.01570943,0.0346003,0.06256525],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001091208,0.0001667093,0.0004850367,0.0001930445,0.00002279305,0.0001782505,0.0003109221,0.0001059781,0.0002869398,0.1506675,0.8266824,0.02079138],"study_design_scores_gemma":[0.000191446,0.00009339324,0.001162239,0.0006224934,0.00002533853,0.0001688473,0.001786032,0.0004915605,0.0002747843,0.1027361,0.8923724,0.00007557065],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005932012,0.003719666,0.001298746,0.9637606,0.01443704,0.00009544937,0.0002522156,0.0000972463,0.01574587],"genre_scores_gemma":[0.03317633,0.008343481,0.01087742,0.778801,0.01530955,0.00115597,0.0008045866,0.0004860997,0.1510456],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9181595,"threshold_uncertainty_score":0.4328192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5282990331363684,"score_gpt":0.4384497882383989,"score_spread":0.08984924489796947,"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."}}