{"id":"W4389100482","doi":"10.19088/core.2023.016","title":"Insights for Influence: Understanding Impact Pathways in Crisis Response","year":2023,"lang":"en","type":"report","venue":"","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Civil society; Political science; Accountability; Economic growth; Public relations; Economics; Politics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002851131,0.0003451386,0.0009894974,0.001630079,0.0002376955,0.0002178021,0.0003953137,0.0005633886,0.0001964137],"category_scores_gemma":[0.002312243,0.0003731877,0.0004139635,0.000843375,0.0000384008,0.0003591136,0.000158119,0.0004921542,0.0002317567],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004894385,"about_ca_system_score_gemma":0.001088192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006326899,"about_ca_topic_score_gemma":0.002510554,"domain_scores_codex":[0.9978062,0.00005551692,0.001104017,0.0004229619,0.0001153477,0.0004959571],"domain_scores_gemma":[0.9979817,0.0008029766,0.0005190606,0.0004678893,0.0001037094,0.0001247048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001849013,0.0005628788,0.1174708,0.001142819,0.001926164,0.0001876351,0.04457185,0.0004760889,0.00004774215,0.2356803,0.5947459,0.001338852],"study_design_scores_gemma":[0.001533264,0.0003198605,0.2932216,0.0003092804,0.00002289913,0.000004614217,0.006813589,0.0002281483,0.000008909532,0.5820044,0.1138038,0.001729653],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8311231,0.002074226,0.001741001,0.001020174,0.002248731,0.001631531,0.001252791,0.0003565876,0.1585519],"genre_scores_gemma":[0.990208,0.002171615,0.0001075233,0.00009950977,0.0001138974,0.00008705784,0.0001834127,0.0001004791,0.0069285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4809421,"threshold_uncertainty_score":0.999872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.404924828499892,"score_gpt":0.3787357490263552,"score_spread":0.02618907947353682,"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."}}