{"id":"W4408739948","doi":"10.21083/partnership.v20i1.7719","title":"Canadian Library Salaries and Material Quality of Life","year":2025,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Facilities and Workplace Management","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Quality (philosophy); Statistics; Demographic economics; Mathematics; Economics; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001339075,0.0001806352,0.0002983834,0.003829481,0.002467921,0.002094145,0.0008859518,0.0003341805,0.007898415],"category_scores_gemma":[0.009188466,0.0001311574,0.0004748027,0.004416135,0.000875645,0.0006153689,0.001216868,0.0005928032,0.0005466059],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01863117,"about_ca_system_score_gemma":0.01024557,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9172522,"about_ca_topic_score_gemma":0.9502989,"domain_scores_codex":[0.9981185,0.0001883141,0.00009118842,0.0001173897,0.0008873745,0.0005973309],"domain_scores_gemma":[0.9910054,0.0007540677,0.002067716,0.000260745,0.003026309,0.002885698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006580567,0.00006881278,0.9707586,0.00006369207,0.00006077145,0.00006082996,0.001933683,0.0002791765,0.00006435987,0.001055143,0.005028327,0.02056087],"study_design_scores_gemma":[0.000002199697,0.00001277031,0.9965037,0.00002077847,0.00000577787,0.00001131993,0.001255997,0.0001166977,0.00001607827,0.00009487262,0.001951677,0.000008088989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571856,0.0006348551,0.0002769394,0.002109051,0.00003904169,0.00003855671,0.005723306,0.0000287255,0.03396394],"genre_scores_gemma":[0.9965124,0.0001813032,0.0001523478,0.00007890957,0.000009757362,0.00001005851,0.001392771,0.0000041054,0.001658377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9813688,"threshold_uncertainty_score":0.1664702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05757381577407765,"score_gpt":0.3641328670309775,"score_spread":0.3065590512568999,"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."}}