{"id":"W4394727852","doi":"10.33137/cjal-rcbu.v10.42897","title":"Hopeful Visions, Practical Actions: Cultural Humility in Library Work, edited by Sarah R. Kostelecky, Lori Townsend, and David A. Hurley","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Academic Librarianship","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Townsend; Vision; Humility; Sociology; Art; Political science; Anthropology; Law; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.001100054,0.0001775335,0.0002413352,0.0004735487,0.0004103609,0.001238283,0.0005138799,0.0004527258,0.0006903922],"category_scores_gemma":[0.0008759627,0.0001539017,0.00008609505,0.001723222,0.0005711725,0.01975651,0.00003128929,0.001711825,0.0000265906],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001306088,"about_ca_system_score_gemma":0.007221165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001409779,"about_ca_topic_score_gemma":0.001287548,"domain_scores_codex":[0.9976544,0.0003962262,0.0006320067,0.0003206041,0.000417986,0.0005787953],"domain_scores_gemma":[0.9977242,0.0005546063,0.0001546628,0.0001244429,0.00003794742,0.001404152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007490248,0.00002040574,0.1743146,0.00003412238,0.00003245015,0.0004972094,0.01263589,0.000003595234,0.0001803736,0.03097103,0.7706077,0.01062773],"study_design_scores_gemma":[0.0002540849,0.00009713845,0.02948143,0.0003763341,0.00002369623,0.0001344738,0.007946066,0.00003051602,0.0001934943,0.006724097,0.9544594,0.0002792568],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6532937,0.01543234,0.00006773767,0.3005943,0.003913796,0.0004707588,0.0001218841,0.0001098693,0.02599554],"genre_scores_gemma":[0.9892327,0.002302118,0.0005993295,0.002016822,0.001941577,0.000003847588,0.00003235086,0.00002100673,0.0038502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.335939,"threshold_uncertainty_score":0.9997985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08239953981810305,"score_gpt":0.3502090376379606,"score_spread":0.2678094978198575,"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."}}