{"id":"W4413572450","doi":"10.64628/aam.kf9r5ync7","title":"How to ensure your charity donations truly help your local community","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Business; Public relations; Political science; Law and economics; Public administration; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.009763197,0.0003173523,0.0009102633,0.001479586,0.00404536,0.01079204,0.0008037558,0.003882601,0.05702987],"category_scores_gemma":[0.08728594,0.0003855288,0.0003671007,0.002137191,0.002192549,0.008727618,0.003102611,0.004665116,0.01853058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003689132,"about_ca_system_score_gemma":0.01124726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02923935,"about_ca_topic_score_gemma":0.02891845,"domain_scores_codex":[0.99347,0.002603174,0.0001820327,0.0005193419,0.002218943,0.001006586],"domain_scores_gemma":[0.9580191,0.00763976,0.00315936,0.003320666,0.01771788,0.01014328],"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":[0.00007004126,0.0002069943,0.008934001,0.0001839394,0.00004610205,0.0001279808,0.000944047,0.001290589,0.0002288407,0.1822482,0.6962484,0.109471],"study_design_scores_gemma":[0.0001498303,0.000136719,0.03049882,0.0009375713,0.00006935654,0.0006166192,0.01137265,0.009021631,0.001503336,0.3085031,0.6369178,0.0002725985],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06823064,0.003888975,0.03449599,0.6032228,0.009575884,0.0005387935,0.003051917,0.001089961,0.2759051],"genre_scores_gemma":[0.6312875,0.003575114,0.02114479,0.02407653,0.00242,0.0007469031,0.001323092,0.0007517223,0.3146744],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05702987,"threshold_uncertainty_score":0.1907839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1745942452297351,"score_gpt":0.2965995575646971,"score_spread":0.122005312334962,"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."}}