{"id":"W4362577235","doi":"10.1002/mgr.32134","title":"Look Beyond Your Major Gift Donors","year":2023,"lang":"en","type":"article","venue":"The major gifts report","topic":"Nonprofit Sector and Volunteering","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citation; Advertising; Computer science; World Wide Web; Business","routes":{"ca_aff":false,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002070688,0.0002050156,0.0002596116,0.000134559,0.001073701,0.0001737542,0.0005505508,0.0001542137,0.0005906259],"category_scores_gemma":[0.0002007924,0.0001617055,0.0002018401,0.0009904234,0.0003294545,0.0002272027,0.0001657129,0.0002763393,0.001017713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001235524,"about_ca_system_score_gemma":0.0003303538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01175961,"about_ca_topic_score_gemma":0.0198286,"domain_scores_codex":[0.9973704,0.0001228077,0.0004688533,0.0004692332,0.0008080103,0.000760651],"domain_scores_gemma":[0.9986687,0.0001423677,0.000216113,0.0006278508,0.0001231462,0.0002218178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009182579,0.0002606905,0.7189516,0.0001573593,0.0005823721,0.006854227,0.05921902,0.00005586277,0.009844218,0.02365853,0.1666282,0.01369605],"study_design_scores_gemma":[0.0004800023,0.00006270769,0.09523198,0.00004153259,0.0001112827,0.000162131,0.01207652,0.00008300541,0.0005906406,0.006953085,0.8835202,0.0006868949],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8215342,0.0001717502,0.0001084011,0.001763212,0.002383662,0.0005295877,0.00001401657,0.0007110307,0.1727841],"genre_scores_gemma":[0.9003107,0.00004329209,0.00007901014,0.0002615165,0.001140701,0.00006657579,0.00002126264,0.00004499712,0.09803196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.716892,"threshold_uncertainty_score":0.9997601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03201765615644713,"score_gpt":0.3205812046719277,"score_spread":0.2885635485154806,"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."}}