{"id":"W7019431562","doi":"","title":"Funding policy and funders’ role in driving academic-practitioner collaborations","year":2025,"lang":"en","type":"other","venue":"London School of Economics and Political Science Research Online (London School of Economics and Political Science)","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council; Medical Research Council; Arts and Humanities Research Council; HORIZON EUROPE Framework Programme; Engineering and Physical Sciences Research Council; Banco Nacional de Desenvolvimento Econômico e Social; Deutsche Stiftung Friedensforschung; Japan Science and Technology Agency; Agence Française de Développement; Vetenskapsrådet; Irish Research Council; Social Sciences and Humanities Research Council of Canada; Svenska Forskningsrådet Formas; Indian Council of Social Science Research; Volkswagen Foundation; Nuffield Foundation; Deutsche Forschungsgemeinschaft; Research England; Robert Bosch Stiftung; National Research Foundation; Massachusetts Institute of Technology; European Commission; Russian Science Foundation; Scottish Funding Council; H2020 Marie Skłodowska-Curie Actions; Government of the United Kingdom; National Institute for Health and Care Research; National Science Foundation; UK Research and Innovation; Science Foundation Ireland; Ecological Society of America; Danmarks Grundforskningsfond; Wellcome Trust; Irish Aid; South African Medical Research Council; British Ecological Society; Rockefeller Foundation; Natural Environment Research Council; Foreign, Commonwealth and Development Office; Norges Forskningsråd; Sage Foundation; Innovationsfonden; United States Agency for International Development; U.S. Department of Justice","keywords":"Process (computing); Policy learning; Key (lock); Theory of change; Generative grammar; Public policy","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":["metaresearch"],"category_scores_codex":[0.1934267,0.0006055543,0.001245652,0.006843308,0.02141524,0.05296865,0.004196766,0.009231891,0.01218253],"category_scores_gemma":[0.3091374,0.00121665,0.0006759024,0.008769533,0.02452929,0.02296071,0.0339529,0.0066833,0.001403391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04039757,"about_ca_system_score_gemma":0.0969843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02476925,"about_ca_topic_score_gemma":0.02115044,"domain_scores_codex":[0.744828,0.1868933,0.009569212,0.0102572,0.02629766,0.02215467],"domain_scores_gemma":[0.6936577,0.2221687,0.02423694,0.007717883,0.02299804,0.02922078],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002598098,0.0001596084,0.02206622,0.001662642,0.0000783787,0.001550742,0.2826725,0.001486661,0.0007384942,0.5985802,0.01516936,0.0755755],"study_design_scores_gemma":[0.0002158564,0.0001812708,0.00961706,0.003379067,0.00009418547,0.0006818551,0.2928652,0.002020577,0.0007055471,0.2547172,0.435323,0.0001992148],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2947838,0.01119063,0.04123621,0.3450703,0.003268555,0.001336745,0.0004665526,0.0003312379,0.302316],"genre_scores_gemma":[0.9764984,0.002005192,0.006534901,0.005414139,0.0002833533,0.0008367313,0.00005600401,0.0001444165,0.008227053],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8065733,"threshold_uncertainty_score":0.9946485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2977120562856542,"score_gpt":0.567160387612806,"score_spread":0.2694483313271518,"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."}}