{"id":"W2040243703","doi":"10.5703/1288284314832","title":"The GIST Gift &amp; Deselction Manager: Redesigning Gift and Weeding Workflow in the Library","year":2012,"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":"Workflow; Staffing; Computer science; World Wide Web; Process (computing); Interface (matter); Usability; Database; Management; Operating system; Economics","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":[0.0004419785,0.00009713083,0.00006539687,0.0001054447,0.0004603715,0.001652168,0.0005183447,0.00003354628,0.00002051883],"category_scores_gemma":[0.00003552086,0.00005264762,0.00002550077,0.0007872234,0.00004905471,0.004037663,0.0002653731,0.0001096554,0.00002998128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009494101,"about_ca_system_score_gemma":0.00002157852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006839691,"about_ca_topic_score_gemma":0.000006501458,"domain_scores_codex":[0.9991082,0.00007886397,0.0001589776,0.00016298,0.0002038057,0.0002871878],"domain_scores_gemma":[0.9992706,0.0004097217,0.00004313106,0.0002093208,0.000005653269,0.00006161108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003916982,0.00009128984,0.260438,0.00001927141,0.00003430204,0.000007585201,0.009888085,0.00002474151,0.00007944622,0.2986889,0.2010225,0.2296668],"study_design_scores_gemma":[0.0002181455,0.00002202646,0.08726501,0.00002110498,0.000002687846,0.00003021795,0.0007626282,0.001703045,0.0002918151,0.01107652,0.898367,0.0002397565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09871752,0.001715595,0.05975031,0.01448296,0.0007855475,0.0004392776,2.797349e-7,0.0005291014,0.8235794],"genre_scores_gemma":[0.9513767,0.0001017803,0.01572997,0.001011467,0.0001556102,0.00002282483,0.000001336647,0.000008388894,0.03159193],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8526592,"threshold_uncertainty_score":0.9993842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02224907898548035,"score_gpt":0.2160144743559038,"score_spread":0.1937653953704234,"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."}}