{"id":"W4387875714","doi":"10.19088/1968-2023.126","title":"Knowledge in Times of Crisis: Transforming Research-to-Policy Approaches","year":2023,"lang":"en","type":"paratext","venue":"IDS Bulletin","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council; National University of Singapore; International Development Research Centre; Universidad de Buenos Aires; Stockholm Environment Institute; Johns Hopkins University; Lebanese American University; Foreign, Commonwealth and Development Office; Generalitat Valenciana; American University of Beirut; Williams College","keywords":"Political science; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.02433383,0.0002981269,0.0008087423,0.003160909,0.0004335953,0.0001194043,0.0013948,0.0006365522,0.006679746],"category_scores_gemma":[0.007280895,0.0003081774,0.0002017428,0.005173438,0.001048187,0.00005813831,0.0003549641,0.001360061,0.03915215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007238752,"about_ca_system_score_gemma":0.003535741,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01608957,"about_ca_topic_score_gemma":0.003128784,"domain_scores_codex":[0.9876308,0.007249941,0.0007571137,0.0007568304,0.001764625,0.001840674],"domain_scores_gemma":[0.9955852,0.002862105,0.0001060657,0.0004986485,0.0003781245,0.0005698413],"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":[0.00007275074,0.000206215,0.00001212187,0.0003995032,0.00004188539,0.0000115606,0.04728394,0.00003874128,0.00008833499,0.01851389,0.9221607,0.0111703],"study_design_scores_gemma":[0.0002075886,0.0001300761,0.00004175284,0.0004792499,0.000007575039,1.293001e-7,0.01719667,0.0000145661,0.001069691,0.00127075,0.9793034,0.0002785125],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002244622,0.001951686,0.0001134609,0.01401712,0.0005601757,0.001475683,0.0001006005,0.00007235739,0.9794643],"genre_scores_gemma":[0.1384076,0.0018261,0.001404504,0.000108673,0.002350163,0.001382266,0.00002836245,0.0001935482,0.8542988],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.136163,"threshold_uncertainty_score":0.9999371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7614962380740137,"score_gpt":0.6605809154743383,"score_spread":0.1009153225996754,"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."}}