{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01404141,0.0009750726,0.0008308617,0.00204295,0.009765949,0.01748036,0.002625285,0.01212697,0.05944363],"category_scores_gemma":[0.05862411,0.0007332556,0.0009784399,0.001458875,0.004982835,0.02215795,0.007951434,0.01701964,0.02517349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005672885,"about_ca_system_score_gemma":0.01341125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01159162,"about_ca_topic_score_gemma":0.01793981,"domain_scores_codex":[0.9833438,0.005705427,0.0008526507,0.002050593,0.005036116,0.003011305],"domain_scores_gemma":[0.9696359,0.005061833,0.002056452,0.003682411,0.008205212,0.01135814],"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":[0.0001427615,0.0002810674,0.005834886,0.000332611,0.00006928801,0.0006301836,0.008078532,0.0002156847,0.00142413,0.0318089,0.7647034,0.1864786],"study_design_scores_gemma":[0.00004429029,0.00007448418,0.003202047,0.0003782734,0.00003388692,0.0002065147,0.01158233,0.0001879646,0.0007012352,0.0194753,0.9640332,0.00008043881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.006670238,0.003119522,0.01241269,0.8102845,0.02861043,0.0004007805,0.0003511099,0.002843037,0.1353077],"genre_scores_gemma":[0.2678826,0.005211957,0.04555591,0.4759935,0.009334833,0.00103941,0.0008423834,0.002848278,0.1912912],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05944363,"threshold_uncertainty_score":0.1988587,"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."}}