{"id":"W4403028689","doi":"10.3998/ticker.6398","title":"When Demand Outpaces Capacity: The Evolution of Data Services and Support at an Academic Library","year":2024,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.02038273,0.0002875139,0.0005940447,0.005140377,0.00933005,0.03364674,0.003660135,0.005094885,0.009841674],"category_scores_gemma":[0.06266098,0.00064951,0.0005280484,0.009098135,0.01000703,0.03115985,0.01450669,0.005186243,0.002549545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01864265,"about_ca_system_score_gemma":0.02326917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03315154,"about_ca_topic_score_gemma":0.04227592,"domain_scores_codex":[0.9750487,0.01059084,0.001227379,0.001594012,0.006195959,0.005343192],"domain_scores_gemma":[0.9472538,0.01598194,0.004942426,0.002212465,0.01343223,0.01617708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005494869,0.0004451169,0.09168468,0.0008920341,0.000127017,0.001882607,0.109461,0.001416679,0.001603635,0.2377619,0.1754665,0.3787093],"study_design_scores_gemma":[0.00006071351,0.0002212414,0.06807735,0.00101654,0.00005739924,0.001263632,0.2197572,0.001440271,0.0009468929,0.04252939,0.6643974,0.0002320078],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3510548,0.01327021,0.003835018,0.4601676,0.001240322,0.00007387024,0.0006032384,0.0004704741,0.1692846],"genre_scores_gemma":[0.9705693,0.00390938,0.001574636,0.01575046,0.0007581906,0.00004064482,0.0001852186,0.0002750569,0.006937235],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9663532,"threshold_uncertainty_score":0.1352625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08646817597743153,"score_gpt":0.283928337954247,"score_spread":0.1974601619768155,"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."}}