{"id":"W3014079349","doi":"10.37591/joedt.v10i3.3417","title":"A Review—A Gift that Counts: Charity Automation","year":2020,"lang":"en","type":"article","venue":"Journal of Electronic Design Technology","topic":"Organizational and Employee Performance","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Clothing; Donation; Advertising; Business; Marketing; Internet privacy; Law; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002199775,0.00005449273,0.0001291989,0.00008376853,0.00003115318,0.00001344485,0.0005245529,0.00005201252,0.0000400327],"category_scores_gemma":[0.00009089683,0.00004438101,0.00002706023,0.0005517249,0.00001897584,0.0002408504,0.00003990302,0.0002263684,0.0001047557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005253138,"about_ca_system_score_gemma":0.0002999331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.72224e-7,"about_ca_topic_score_gemma":5.631338e-8,"domain_scores_codex":[0.9994538,0.0000206275,0.0001728159,0.00007975655,0.0001262914,0.0001466666],"domain_scores_gemma":[0.9995615,0.00001468013,0.000178847,0.0001002111,0.0001152036,0.00002949141],"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":[0.00003451544,0.0001738017,0.001273208,0.0004583463,0.0001790685,0.0000615665,0.0002456392,0.0002324297,0.009460741,0.3268134,0.4962938,0.1647734],"study_design_scores_gemma":[0.001243085,0.003793858,0.000954398,0.0007410132,0.00009986167,0.002412677,0.00001719207,0.08983526,0.0535276,0.1560252,0.6906437,0.0007062168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0004669501,0.01561273,0.9550192,0.0284076,0.00009353669,0.00007128141,1.675362e-7,0.0001145155,0.0002140397],"genre_scores_gemma":[0.9371735,0.01649439,0.03779036,0.008248013,0.0001707606,0.000004349624,6.948528e-7,0.00001374247,0.0001041572],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9367066,"threshold_uncertainty_score":0.1809805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0255356218259001,"score_gpt":0.2393138799720753,"score_spread":0.2137782581461752,"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."}}