{"id":"W6996782787","doi":"","title":"Supporting the Academic Library Workforce: Updates from the Canadian Association of Research Libraries","year":2022,"lang":"en","type":"article","venue":"Purdue e-Pubs (Purdue University System)","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Diversity (politics); General partnership; Inclusion (mineral); Demographics; Work (physics); Workforce development","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005132655,0.0001081302,0.0001745612,0.0001998255,0.007311876,0.0004497323,0.001925239,0.0001569635,0.0007083553],"category_scores_gemma":[0.0004810779,0.00008730974,0.00009876255,0.001999226,0.0005177116,0.002829505,0.0004010965,0.0008648935,0.00004439611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007788661,"about_ca_system_score_gemma":0.003957554,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.15275,"about_ca_topic_score_gemma":0.06761795,"domain_scores_codex":[0.9948758,0.002472294,0.0002827978,0.0003119714,0.001361974,0.0006951999],"domain_scores_gemma":[0.9972116,0.001758994,0.0003539536,0.0003307699,0.0001062462,0.0002384426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004972035,0.00001879323,0.4308337,0.00002085129,0.00004724309,0.0000374565,0.05176466,0.00007538103,0.00003542328,0.3748465,0.1417727,0.0004975334],"study_design_scores_gemma":[0.0001437147,0.00003036115,0.014798,0.00004685165,0.00001943749,0.00000123202,0.2783907,0.0001184419,0.00009737238,0.001900406,0.7043335,0.0001199565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6731308,0.0005135231,0.00001164976,0.131512,0.001342644,0.001418024,0.0007072685,0.0002509377,0.1911132],"genre_scores_gemma":[0.9708012,0.00004416439,0.00005001334,0.0003469214,0.0003986281,0.000005618979,0.0001430187,0.00001066275,0.02819972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5625608,"threshold_uncertainty_score":0.9939805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0414339908745734,"score_gpt":0.2966415347570463,"score_spread":0.2552075438824729,"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."}}