{"id":"W2067947343","doi":"10.1353/pla.2003.0068","title":"Continuing to Build the Future: Academic Libraries and their Challenges","year":2003,"lang":"en","type":"article","venue":"portal Libraries and the Academy","topic":"Leadership and Management in Organizations","field":"Business, Management and Accounting","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Section (typography); Association (psychology); Political science; Computer science; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004701543,0.0002422674,0.0002285629,0.00009139919,0.0005981859,0.0008158592,0.0004203355,0.0001315226,0.0001120659],"category_scores_gemma":[0.0001600271,0.0001257888,0.0000476931,0.0003818374,0.0004136022,0.002207332,0.0004659316,0.0004032995,0.00002629347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001706446,"about_ca_system_score_gemma":0.000008386138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009196587,"about_ca_topic_score_gemma":0.000005876161,"domain_scores_codex":[0.9989297,0.00003782707,0.0002587092,0.0002980178,0.0001444819,0.0003312525],"domain_scores_gemma":[0.9994143,0.0002034818,0.0001474437,0.0001864865,0.00001838862,0.00002990937],"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":[0.00002389368,0.000006246583,0.001675737,0.00005200863,0.00004652416,8.101004e-7,0.00206601,0.000001485194,0.000005907973,0.9784479,0.01305366,0.0046198],"study_design_scores_gemma":[0.0004390602,0.000004051788,0.003001265,0.00002223047,0.00005944952,0.000005606526,0.01432606,0.00004082617,0.00007294377,0.1545297,0.8273063,0.0001924749],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0926652,0.1072206,0.0005477504,0.6980788,0.001148812,0.001684917,0.00001104912,0.0005705443,0.09807232],"genre_scores_gemma":[0.9610553,0.005125549,0.00008741778,0.03065948,0.001737569,0.0000438799,0.000008053601,0.00004574917,0.001236977],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8683901,"threshold_uncertainty_score":0.7867349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01840149454375043,"score_gpt":0.2028389475942063,"score_spread":0.1844374530504559,"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."}}