{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002343876,0.000189096,0.0002303075,0.003238931,0.005022837,0.002224452,0.0007186661,0.0004945184,0.008763413],"category_scores_gemma":[0.00804566,0.0002133936,0.000260144,0.002156527,0.001481248,0.0007045738,0.001767462,0.000978895,0.000836288],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0246679,"about_ca_system_score_gemma":0.05505925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.918422,"about_ca_topic_score_gemma":0.965624,"domain_scores_codex":[0.9978855,0.0001362585,0.00005697525,0.0001015963,0.0008949999,0.0009246272],"domain_scores_gemma":[0.9905084,0.0004843951,0.0004835998,0.0000802047,0.004454721,0.003988651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001103186,0.0002353209,0.7640876,0.000239547,0.00001503843,0.0006713471,0.09116462,0.0001974553,0.001352491,0.002655869,0.02561838,0.113652],"study_design_scores_gemma":[0.00001188137,0.0001115995,0.840539,0.0002235961,0.00001259279,0.0003180042,0.1035121,0.0002469838,0.0003052985,0.0002686328,0.05441316,0.00003723869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9566332,0.0006980795,0.0001345533,0.003455014,0.00007436096,0.00005481486,0.0007309914,0.00002960166,0.03818949],"genre_scores_gemma":[0.9873204,0.0009545506,0.0003336924,0.0007072919,0.00002096284,0.00003838699,0.0005786227,0.000009695483,0.01003649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9753321,"threshold_uncertainty_score":0.178979,"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."}}