{"id":"W3117624664","doi":"10.5703/1288284317177","title":"Change: Watch For The Right Time","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":"Workload; Workflow; Computer science; Process (computing); Demolition; Politics; Collection development; Operations research; World Wide Web; Political science; Engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.00003323609,0.00004509385,0.00004244403,0.000008818282,0.0001118632,0.0002637192,0.0004574529,0.00001254614,0.0002074706],"category_scores_gemma":[0.00001717497,0.00002381004,0.00003199741,0.0002700248,0.000009006555,0.0006465145,0.0001363724,0.00001955761,0.0002901846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002969215,"about_ca_system_score_gemma":0.00001851287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001014689,"about_ca_topic_score_gemma":2.574338e-7,"domain_scores_codex":[0.9996253,0.000004707652,0.00005863087,0.0001235322,0.00009007563,0.00009771133],"domain_scores_gemma":[0.9997089,0.0001194168,0.00001323449,0.00009266086,0.00001420765,0.00005158671],"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":[0.00001073271,0.0000120837,0.0001706572,0.00000569913,0.000019103,0.000001536937,0.001628558,0.000003233852,0.00004391753,0.05652196,0.8904964,0.05108611],"study_design_scores_gemma":[0.00009962677,0.00003090116,0.0002014452,6.697857e-7,7.801562e-7,6.462137e-7,0.000005063303,0.04558778,0.001933076,0.00126127,0.9508245,0.00005421738],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0006354746,0.0001326335,0.3932118,0.3679185,0.0002436624,0.0006173102,0.000001742047,0.0005941886,0.2366447],"genre_scores_gemma":[0.3889543,0.00002951063,0.05234339,0.1077829,0.001378006,0.0003889083,0.000008236411,0.00002558724,0.4490892],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3883189,"threshold_uncertainty_score":0.3729833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03791014666205706,"score_gpt":0.2151637035312859,"score_spread":0.1772535568692288,"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."}}