{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05369384,0.001524537,0.001277114,0.004459891,0.01580129,0.03183239,0.00437686,0.008341634,0.06445514],"category_scores_gemma":[0.1406426,0.002633786,0.001695191,0.004759955,0.01449082,0.04603655,0.02508083,0.01881593,0.07323055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00850084,"about_ca_system_score_gemma":0.01645244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007128722,"about_ca_topic_score_gemma":0.009407469,"domain_scores_codex":[0.9028288,0.04398411,0.005661207,0.008422076,0.0340859,0.005017982],"domain_scores_gemma":[0.8413019,0.03519145,0.01221414,0.04056624,0.04668472,0.02404162],"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":[0.00008614213,0.0001258354,0.002271787,0.0002677944,0.00002410233,0.0003347888,0.009504941,0.0002732764,0.0008252576,0.09510897,0.6310046,0.2601726],"study_design_scores_gemma":[0.00001037885,0.00004090988,0.0007860648,0.0002523965,0.000006368302,0.0003088351,0.003949754,0.000209257,0.0004126015,0.01585946,0.978094,0.00006992948],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01339514,0.01053188,0.1774007,0.3425921,0.02694287,0.0008948265,0.0006036889,0.0109858,0.416653],"genre_scores_gemma":[0.1400581,0.01102675,0.1578777,0.1058375,0.01210784,0.001280943,0.001471867,0.01071352,0.5596258],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06445514,"threshold_uncertainty_score":0.2839636,"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."}}