{"id":"W4404224083","doi":"10.1038/d41586-024-03682-x","title":"Grass-roots grant-writing approaches can help researchers at small institutions to succeed","year":2024,"lang":"en","type":"article","venue":"Nature","topic":"Private Equity and Venture Capital","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Grant writing; Land grant; Political science; Library science; Computer science; Public administration","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.08666852,0.000897539,0.0009018913,0.004406869,0.01216804,0.01964759,0.005119802,0.005517382,0.04583822],"category_scores_gemma":[0.2022195,0.0007980817,0.0007719785,0.004177284,0.0110137,0.01132765,0.02126869,0.008356063,0.01108407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005974638,"about_ca_system_score_gemma":0.04730326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001557005,"about_ca_topic_score_gemma":0.01041356,"domain_scores_codex":[0.9480185,0.03532034,0.002540879,0.0024133,0.008036491,0.00367062],"domain_scores_gemma":[0.696631,0.1853589,0.01148005,0.03554255,0.02511108,0.04587638],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001710969,0.0007794008,0.003388098,0.0008942967,0.0001076735,0.001209221,0.03449368,0.001053519,0.004298427,0.3868531,0.1563295,0.410422],"study_design_scores_gemma":[0.0002487243,0.0002166443,0.002033021,0.0004615466,0.00003616776,0.0002176856,0.0229105,0.001505341,0.001270258,0.6336234,0.3373591,0.0001175663],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04056361,0.001677532,0.3492142,0.2114564,0.01733802,0.005429758,0.0003699423,0.002862617,0.3710878],"genre_scores_gemma":[0.345738,0.002649002,0.3900159,0.03591671,0.004827139,0.008013904,0.0004374934,0.001546452,0.2108554],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9133315,"threshold_uncertainty_score":0.4583524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1260835263604636,"score_gpt":0.3038042113487882,"score_spread":0.1777206849883246,"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."}}