{"id":"W4406530380","doi":"10.3138/cjpe-2023-0050","title":"From Spreadsheets to Scalability: Databases as a Next Step for Non-Profits","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cambrian College; University of Lethbridge","funders":"","keywords":"Scalability; Database; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001427676,0.0001495579,0.0001834438,0.0005235664,0.0001316309,0.001241643,0.0003280157,0.00005538514,0.001142495],"category_scores_gemma":[0.001268832,0.000131244,0.0000960165,0.0006853971,0.00004399097,0.002238311,0.00003305802,0.0001289033,0.0003383858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001243852,"about_ca_system_score_gemma":0.0010586,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01505498,"about_ca_topic_score_gemma":0.03216313,"domain_scores_codex":[0.998593,0.00001575254,0.0004063961,0.0002700819,0.0004174242,0.0002973475],"domain_scores_gemma":[0.9982857,0.00008097956,0.000146145,0.000238287,0.001140205,0.0001086601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003912346,0.0000301128,0.002036072,0.0001732839,0.00005002894,0.00001937419,0.00009862013,0.00006622502,0.000232075,0.001001419,0.04021148,0.9560422],"study_design_scores_gemma":[0.0003382369,0.00009613314,0.009080617,0.0008795437,0.0004236049,0.00001104597,0.0003777491,0.06911074,0.0002442619,0.006663289,0.9124879,0.0002869211],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9402224,0.002171185,0.03224876,0.01107893,0.007079005,0.004753093,0.0002592183,0.00009348745,0.002093908],"genre_scores_gemma":[0.9889286,0.000004640706,0.005989571,0.0008812511,0.003512005,0.0001785145,0.000415976,0.00003159524,0.00005785631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9557552,"threshold_uncertainty_score":0.9997951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2492804949769882,"score_gpt":0.4124985236248067,"score_spread":0.1632180286478185,"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."}}