{"id":"W1540297057","doi":"10.18438/b8kg7h","title":"Value of Libraries: Relationships Between Provision, Usage, and Research Outcomes","year":2013,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Value (mathematics); Subject (documents); Work (physics); Range (aeronautics); Institution; Library science; Computer science; Data science; Sociology; Social science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0009667455,0.0001145737,0.0001464342,0.0005065282,0.0003996673,0.002326841,0.0004182778,0.00008451448,0.00007321609],"category_scores_gemma":[0.003905179,0.00009253354,0.00002344654,0.001249181,0.0001322056,0.4832927,0.0004703821,0.0002941895,0.00006205149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005094164,"about_ca_system_score_gemma":0.0003274285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008564399,"about_ca_topic_score_gemma":5.184725e-9,"domain_scores_codex":[0.9981578,0.0004727129,0.0004959744,0.0001834672,0.0005044111,0.0001856389],"domain_scores_gemma":[0.9909035,0.008254129,0.0002599618,0.0002877538,0.0001228143,0.0001718526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003909639,0.00002966724,0.1294982,0.0001353518,0.00002145038,7.687981e-7,0.001473863,0.00002371642,0.000006932247,0.8284416,0.009794629,0.03053473],"study_design_scores_gemma":[0.0003882886,0.0002445794,0.6145629,0.0002334991,0.000008100558,0.000006552625,0.0009020829,0.008507596,0.00171884,0.01582832,0.3573502,0.0002490575],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2685305,0.002277755,0.1086381,0.4833458,0.0003259239,0.00314708,0.00001718112,0.0009779026,0.1327398],"genre_scores_gemma":[0.8892424,0.0004442669,0.0993365,0.008795529,0.00003887598,0.00007241291,0.00002017236,0.000009378517,0.002040474],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8126132,"threshold_uncertainty_score":0.9987088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05190387576204798,"score_gpt":0.2927244333669631,"score_spread":0.2408205576049152,"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."}}