{"id":"W4387266984","doi":"10.21900/j.alise.2023.1385","title":"Professional Competencies of Canadian LIS Graduates","year":2023,"lang":"en","type":"article","venue":"Proceedings of the ALISE Annual Conference","topic":"Library Science and Administration","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Indigenization; Diversity (politics); Inclusion (mineral); Library science; Medical education; Equity (law); Political science; Psychology; Public relations; Sociology; Medicine; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046649,0.00006351164,0.0001077428,0.0001995997,0.0003644246,0.00006039463,0.0006714437,0.00004904969,0.00007617601],"category_scores_gemma":[0.0003785979,0.00004478809,0.00004766888,0.001528897,0.0005344804,0.0009619565,0.00008267781,0.00007184771,0.0000117208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000123593,"about_ca_system_score_gemma":0.0008986329,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04949457,"about_ca_topic_score_gemma":0.02006651,"domain_scores_codex":[0.9990251,0.00001446275,0.0001721407,0.0001266652,0.0004203427,0.0002412778],"domain_scores_gemma":[0.9990951,0.00004938647,0.0001452765,0.00005363404,0.0005378414,0.000118691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001418368,0.00003577164,0.1118843,0.00006864778,0.00001412381,6.416269e-7,0.1223259,0.000001580178,0.01143884,0.6996986,0.05361185,0.0009054312],"study_design_scores_gemma":[0.0002949855,0.0002026474,0.3278852,0.000532095,0.00003500761,0.000001788095,0.3542928,0.000204901,0.07846962,0.08916049,0.1484534,0.0004670437],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9435176,0.000009790005,1.013351e-7,0.01834961,0.0002276584,0.0001547251,0.00005434236,0.00003147527,0.03765465],"genre_scores_gemma":[0.9944192,0.00005741122,0.00006426007,0.0001359642,0.00005379383,0.000006354507,0.000003064649,0.000002973999,0.00525698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6105381,"threshold_uncertainty_score":0.9978147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05650159095594828,"score_gpt":0.295358270996825,"score_spread":0.2388566800408767,"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."}}