{"id":"W4392014111","doi":"10.38126/jspg230206","title":"Promoting Transparent, Fair, and Inclusive Practices in Grantmaking: Lessons from the Open and Equitable Model Funding Program","year":2024,"lang":"en","type":"article","venue":"Journal of Science Policy & Governance","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto Scarborough; Templeton World Charity Foundation; Universidad de Buenos Aires; Breast Cancer Research Foundation; Technische Universiteit Delft; Alfred P. Sloan Foundation; Barnard College; Florida State University; Foundation for Physical Therapy; Bill and Melinda Gates Foundation; University of Oxford; Consejo Nacional de Investigaciones Científicas y Técnicas; University of Toronto; Kenneth Rainin Foundation; Gordon and Betty Moore Foundation","keywords":"Psychological intervention; Documentation; Public relations; Medical education; Best practice; Relevance (law); Intervention (counseling); Political science; Business; Psychology; Medicine; Nursing; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005925045,0.00009737277,0.0002556368,0.0001260386,0.0003083311,0.0004705514,0.0004806568,0.00003996095,0.000004457986],"category_scores_gemma":[0.03524057,0.00005580766,0.0000259906,0.0009537229,0.000701645,0.001635006,0.0003243227,0.0006892047,5.955349e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004104121,"about_ca_system_score_gemma":0.01124186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003095948,"about_ca_topic_score_gemma":0.0003195181,"domain_scores_codex":[0.9974785,0.00005495034,0.0003650534,0.0002389177,0.001049874,0.0008126968],"domain_scores_gemma":[0.9972258,0.0005737233,0.0005008223,0.0001284137,0.0001316582,0.001439611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003759577,0.0002967875,0.01118454,0.0005915354,0.00003927735,0.0004597417,0.03325956,0.00004594798,0.02331819,0.01018484,0.001582984,0.9186606],"study_design_scores_gemma":[0.008896379,0.004893443,0.262053,0.03493159,0.0002640811,0.002963716,0.01035682,0.5061243,0.004927607,0.03801298,0.1258397,0.0007364164],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6981024,0.005368692,0.0002888103,0.2940406,0.00008140944,0.0005694646,0.0000179506,0.000008605268,0.001522065],"genre_scores_gemma":[0.9919421,0.004036032,0.00143462,0.002235675,0.0002503766,0.000009498653,2.074767e-7,0.000008143691,0.00008334005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9179242,"threshold_uncertainty_score":0.9943635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3543907793463677,"score_gpt":0.5741693904608238,"score_spread":0.2197786111144561,"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."}}