{"id":"W4393927973","doi":"10.5860/crl.85.3.442","title":"Faculty Publication Patterns over 25 Years at a Large Public University: Correlations with Literature Use","year":2024,"lang":"en","type":"article","venue":"College & Research Libraries","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dempsey (Canada)","funders":"Association of Research Libraries; Institute of Museum and Library Services","keywords":"Public university; Information retrieval; Computer science; Library science; Mathematics education; Psychology; Political science; Public administration","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01413073,0.000179009,0.000489549,0.01063197,0.001337906,0.003466127,0.001076538,0.000488517,0.002916493],"category_scores_gemma":[0.106338,0.0002827311,0.0004890656,0.01449698,0.000959282,0.003279663,0.002087518,0.0006954339,0.000860468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001376706,"about_ca_system_score_gemma":0.002226564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004031355,"about_ca_topic_score_gemma":0.007746819,"domain_scores_codex":[0.9876159,0.00405604,0.00301121,0.0009671368,0.003565824,0.0007838326],"domain_scores_gemma":[0.6867278,0.1579244,0.1044747,0.01262421,0.02392066,0.01432817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006973837,0.00006964248,0.9832392,0.00005254745,0.00005698115,0.00007164413,0.00304247,0.00008418523,0.0002120437,0.0000580499,0.0003262087,0.01271724],"study_design_scores_gemma":[0.000004242379,0.0001148554,0.9919585,0.00003658312,0.00001864585,0.0002220946,0.005774039,0.0001569519,0.000257009,0.00008803362,0.001350614,0.00001836787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970641,0.000512491,0.0001834201,0.0004036011,0.00001072052,0.00002066247,0.0005863233,0.00002388165,0.001194933],"genre_scores_gemma":[0.998235,0.0003113113,0.0003275653,0.00005407799,0.00003792393,0.00003104434,0.0004140191,0.00001283494,0.0005762293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.989368,"threshold_uncertainty_score":0.07473129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2189948933819844,"score_gpt":0.4343476687365936,"score_spread":0.2153527753546092,"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."}}