{"id":"W4389944713","doi":"10.33137/cjal-rcbu.v9.40958","title":"“The Perils of Library Instruction”","year":2023,"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":"Mount Royal University; University of Alberta","funders":"","keywords":"Austerity; Legitimacy; Professionalization; Context (archaeology); Recession; Neoliberalism (international relations); Capitalism; Sociology; Curriculum; Political science; Library instruction; Information literacy; Politics; Pedagogy; Social science; Economics; Law; History","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":[],"consensus_categories":[],"category_scores_codex":[0.001059046,0.00007055894,0.0001257816,0.0003324189,0.0007636838,0.0002595168,0.0009655875,0.0001720418,0.0003130347],"category_scores_gemma":[0.0006157161,0.00005439574,0.0000897846,0.001509747,0.0007310058,0.004731693,0.00001597639,0.000441348,0.00002964768],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002641159,"about_ca_system_score_gemma":0.00917907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006477269,"about_ca_topic_score_gemma":0.0009650054,"domain_scores_codex":[0.998516,0.0002043249,0.0004655257,0.00008986957,0.0003439877,0.0003803316],"domain_scores_gemma":[0.9985111,0.0002989458,0.0003134498,0.0001116122,0.000045834,0.0007190011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002498674,0.000002695912,0.1943167,0.0000122603,0.00002544094,0.00005715108,0.0159917,0.00002071861,0.0001252624,0.5451393,0.2196339,0.02464988],"study_design_scores_gemma":[0.0001708695,0.00005726209,0.05398104,0.00005781207,0.000007889783,0.00001945397,0.01429923,0.00001148055,0.0006929313,0.06072749,0.8698739,0.0001006004],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8302434,0.000942035,0.00001079421,0.09444614,0.003133173,0.0001557703,0.00002476345,0.00005114699,0.0709928],"genre_scores_gemma":[0.9904768,0.0006258581,0.000101945,0.0005108684,0.001192601,0.000001071589,0.00000322605,0.00001066687,0.007076927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.65024,"threshold_uncertainty_score":0.996438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05171980754800865,"score_gpt":0.2874479942481586,"score_spread":0.2357281867001499,"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."}}