{"id":"W1536926856","doi":"10.18438/b8731b","title":"More Academic Librarians in Arkansas with Faculty Status and Rights but Decreased Benefits and Increased Responsibility","year":2013,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Salary; Confidentiality; Library science; Academic library; Staffing; Medical education; Psychology; Political science; Sociology; Medicine; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0007668759,0.0001565233,0.0001493607,0.0001974007,0.0005074295,0.0009970573,0.0001586577,0.000153135,0.0001864146],"category_scores_gemma":[0.001312993,0.0001240975,0.00001340754,0.0006237404,0.000429199,0.3423649,0.00005607144,0.0002900516,0.00001240096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001334257,"about_ca_system_score_gemma":0.0007469332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001622252,"about_ca_topic_score_gemma":0.00001353986,"domain_scores_codex":[0.9982404,0.0004046568,0.0003861716,0.0002636309,0.0003917113,0.0003134671],"domain_scores_gemma":[0.9972182,0.001862794,0.000266147,0.0001629727,0.00005363663,0.0004362522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002744619,0.0001377069,0.4815781,0.0001806519,0.00002163913,0.00001513087,0.01817197,0.00006244996,0.0001561108,0.4566948,0.001012121,0.03922463],"study_design_scores_gemma":[0.001028104,0.0003118481,0.89943,0.0004199708,0.00002444745,0.0000126298,0.0138131,0.001786838,0.001113837,0.002361681,0.0793103,0.0003872908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9418838,0.0003774187,0.00004406768,0.05389713,0.00002729351,0.000663381,0.0000283412,0.00009208941,0.0029865],"genre_scores_gemma":[0.9780981,0.001404434,0.003206282,0.01699708,0.00004016248,0.0000432498,0.00007210049,0.000005072458,0.0001334967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4543332,"threshold_uncertainty_score":0.9614646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02499205517662361,"score_gpt":0.2944929685553235,"score_spread":0.2695009133786999,"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."}}