{"id":"W1511162433","doi":"10.18438/b8632d","title":"Study Fails to Link ILL Usage Patterns to Liaison Activities","year":2009,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interlibrary loan; Computer science; Subject (documents); Usage data; Shared resource; Resource (disambiguation); Set (abstract data type); World Wide Web; Period (music); Loan; Library science; Business","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00736812,0.0002858952,0.0003191567,0.004518497,0.0008055188,0.002585337,0.001168849,0.000512067,0.01090366],"category_scores_gemma":[0.04391549,0.0003069265,0.0005240514,0.00758081,0.0008525326,0.003508932,0.001872729,0.0007372884,0.002992115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001811057,"about_ca_system_score_gemma":0.001989971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01304148,"about_ca_topic_score_gemma":0.01781207,"domain_scores_codex":[0.9906718,0.00312007,0.001857494,0.001524566,0.002292569,0.0005334239],"domain_scores_gemma":[0.9024247,0.05207561,0.02136131,0.007941821,0.01450819,0.001688315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008981332,0.0001024983,0.9252568,0.0007451597,0.0001003667,0.00008682811,0.01397028,0.00005847988,0.0003121836,0.0008032202,0.00432732,0.0541469],"study_design_scores_gemma":[0.000005666977,0.00009365366,0.9505851,0.0005422417,0.00007641596,0.0002613751,0.02400977,0.0002608016,0.000502027,0.0003464679,0.02329687,0.00001960766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.957405,0.002055848,0.002441128,0.003192492,0.00009470695,0.0002118629,0.004112482,0.00009766343,0.03038881],"genre_scores_gemma":[0.9920498,0.000782733,0.0008123951,0.000739769,0.00007054348,0.0001843663,0.001684282,0.00006876315,0.003607508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9974146,"threshold_uncertainty_score":0.03896677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01838065210125123,"score_gpt":0.2555174737411551,"score_spread":0.2371368216399038,"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."}}