{"id":"W219620869","doi":"10.29173/slw6987","title":"Change is the Only Constant","year":2001,"lang":"en","type":"article","venue":"School Libraries Worldwide","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); The Internet; Publishing; Nothing; Political science; Public relations; Library science; Computer science; World Wide Web; Law; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0147188,0.0006763603,0.0008516415,0.001376334,0.01185527,0.02352892,0.001673003,0.005575096,0.04279939],"category_scores_gemma":[0.05069121,0.0004356856,0.0007391614,0.001598916,0.02675032,0.03046816,0.01337366,0.01299527,0.01488568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007735333,"about_ca_system_score_gemma":0.01077697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004938212,"about_ca_topic_score_gemma":0.005893541,"domain_scores_codex":[0.9691158,0.01138789,0.0009807295,0.004945903,0.009802442,0.003767348],"domain_scores_gemma":[0.9645911,0.00729641,0.002333655,0.005732742,0.008992047,0.01105394],"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":[0.00009822752,0.0001199066,0.002201422,0.0003425905,0.00006401419,0.0002221721,0.01281046,0.00007829992,0.0005651914,0.3786542,0.5106165,0.09422703],"study_design_scores_gemma":[0.00001317627,0.00003171172,0.0008470629,0.0002112334,0.00001511505,0.00009473116,0.004806226,0.00003324606,0.0001963649,0.03458718,0.9591386,0.00002534807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009079983,0.01264224,0.005445232,0.5233936,0.02893927,0.00007803026,0.0002465598,0.0006547612,0.4195204],"genre_scores_gemma":[0.4122175,0.00899351,0.004554905,0.3014748,0.01392742,0.000169877,0.0003970788,0.001130061,0.2571349],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04279939,"threshold_uncertainty_score":0.1431782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03423706345095251,"score_gpt":0.2805747197889158,"score_spread":0.2463376563379633,"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."}}