{"id":"W3125652129","doi":"10.5703/1288284317172","title":"Approvals, Slips, and DDA! Oh My! The Yellow Brick Road to Collaborative Approval and DDA Profiling","year":2020,"lang":"en","type":"article","venue":"","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"Profiling (computer programming); Vendor; Workflow; Computer science; Upgrade; License; World Wide Web; Engineering management; Business; Engineering; Marketing; Database; Operating system","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0001364948,0.00015651,0.0001562381,0.0000599104,0.0002479035,0.001064547,0.0004015918,0.00004002396,0.000007154158],"category_scores_gemma":[0.000104954,0.0001028637,0.00002326564,0.00124946,0.00006343112,0.0006151279,0.0005984443,0.00009381198,0.00002053281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001045098,"about_ca_system_score_gemma":0.0001351236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001146014,"about_ca_topic_score_gemma":0.000007230916,"domain_scores_codex":[0.9988218,0.00004911254,0.0001846134,0.000471216,0.0002554204,0.0002178152],"domain_scores_gemma":[0.9994015,0.00009812258,0.0000496511,0.0001652402,0.00006325553,0.0002222239],"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":[0.0004253775,0.0001996792,0.02795391,0.0002719141,0.0003674085,0.00007259644,0.0825753,0.000309065,0.00294671,0.1430193,0.09215998,0.6496988],"study_design_scores_gemma":[0.002058667,0.001000954,0.01530504,0.00005657897,0.00002208401,0.0000531718,0.007196623,0.09334405,0.03078221,0.00368863,0.8449897,0.001502358],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5862187,0.001105274,0.1042785,0.05897077,0.0004318645,0.002801041,0.00001041616,0.0009268297,0.2452567],"genre_scores_gemma":[0.8773683,0.00006471993,0.08953375,0.01072236,0.0002310951,0.00009429775,0.000004112502,0.00002381121,0.0219575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7528297,"threshold_uncertainty_score":0.9999725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01610369510897093,"score_gpt":0.1998468701293645,"score_spread":0.1837431750203936,"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."}}