{"id":"W7018736814","doi":"","title":"Downsizing in Academic Libraries: The Canadian Experience","year":2023,"lang":"en","type":"article","venue":"Project Muse (Johns Hopkins University)","topic":"Organizational Downsizing and Restructuring","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics); Agency (philosophy); Perspective (graphical)","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":[],"consensus_categories":[],"category_scores_codex":[0.0001417677,0.0001403288,0.0001089438,0.009561765,0.000586461,0.0002365108,0.0005410447,0.0001080244,0.00004536889],"category_scores_gemma":[0.0001484818,0.0001195779,0.00003837919,0.01705589,0.00009329989,0.001283324,0.0002742407,0.000309046,0.000193583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001454772,"about_ca_system_score_gemma":0.0003360895,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6888697,"about_ca_topic_score_gemma":0.5339573,"domain_scores_codex":[0.9989909,0.00001702897,0.0001226737,0.0002682339,0.0001937467,0.0004074254],"domain_scores_gemma":[0.9996081,0.00005384907,0.00006854613,0.0001923638,0.00005545684,0.00002167614],"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":[0.0001625377,0.00008362492,0.4879231,0.0005377748,0.000154969,0.002361189,0.05328471,0.004926608,0.0002184009,0.402782,0.010377,0.03718808],"study_design_scores_gemma":[0.000225939,0.000001913597,0.01666571,0.00004496715,0.0000106812,0.000002258839,0.002455407,0.001206942,0.00004554086,0.00002834201,0.9791325,0.0001798452],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6367314,0.000002218678,0.00001086518,0.002252541,0.000414339,0.00031042,0.000003906367,0.0003772087,0.3598971],"genre_scores_gemma":[0.9962609,0.002479187,0.0000300898,0.0007499244,0.000366767,0.000001702283,0.00002146089,0.00002332618,0.00006662136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9687554,"threshold_uncertainty_score":0.8531863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02696949376206838,"score_gpt":0.218298289223215,"score_spread":0.1913287954611466,"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."}}