{"id":"W1994755044","doi":"10.1080/19411260903466558","title":"Shelflessness as a Virtue: Preserving Serendipity in an Electronic Reference Collection","year":2009,"lang":"en","type":"article","venue":"Journal of Electronic Resources Librarianship","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Serendipity; Collection development; Space (punctuation); Computer science; Key (lock); World Wide Web; Library science; Virtue; Special collections; Association (psychology); Data science; Political science; Computer security; Psychology; Law; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02208854,0.0003592996,0.0006538732,0.003832937,0.01231914,0.02283964,0.002811827,0.002425577,0.0156796],"category_scores_gemma":[0.06585766,0.000783429,0.0004937036,0.00548867,0.0192546,0.02873411,0.02330556,0.003519478,0.00680816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003778533,"about_ca_system_score_gemma":0.009642541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00543975,"about_ca_topic_score_gemma":0.01057791,"domain_scores_codex":[0.9874486,0.006216002,0.0008366263,0.0008613484,0.00384868,0.0007888412],"domain_scores_gemma":[0.9218296,0.01413962,0.00392153,0.03413086,0.01891561,0.007062788],"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":[0.0002749167,0.000223258,0.01117629,0.0002803459,0.00003317683,0.0006789883,0.05504153,0.0003253428,0.003338756,0.5851095,0.07394619,0.2695717],"study_design_scores_gemma":[0.00005170264,0.0001908383,0.006472832,0.0005240325,0.00005689774,0.00145556,0.02144572,0.0007357617,0.003549267,0.1341214,0.8312562,0.000139821],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1688247,0.005865286,0.1384828,0.0738979,0.003018478,0.0002531804,0.0002961408,0.002557033,0.6068045],"genre_scores_gemma":[0.7157641,0.002466646,0.07917616,0.01391633,0.001626151,0.000239921,0.0004191497,0.001956741,0.1844347],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02283964,"threshold_uncertainty_score":0.1168168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0163688379647123,"score_gpt":0.244086556723873,"score_spread":0.2277177187591607,"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."}}