{"id":"W4381614789","doi":"10.23974/ijol.2023.vol8.2.279","title":"Chinese Canadian Librarians","year":2023,"lang":"en","type":"article","venue":"International Journal of Librarianship","topic":"Library Science and Administration","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Mentorship; Race (biology); Representation (politics); Perception; Work (physics); Psychology; Immigration; Ethnic group; Underrepresented Minority; Medical education; Public relations; Sociology; Political science; Gender studies; Medicine; Politics; Engineering","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0006527923,0.0004670379,0.0004064944,0.005312311,0.006922466,0.001880117,0.0007103704,0.000308433,0.04209515],"category_scores_gemma":[0.00208472,0.0003005524,0.0004693882,0.02190833,0.00055815,0.0006575928,0.001071593,0.0004204137,0.009094968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02127649,"about_ca_system_score_gemma":0.04859036,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9730982,"about_ca_topic_score_gemma":0.989242,"domain_scores_codex":[0.9986851,0.00005147098,0.00006741335,0.0001468009,0.0006239311,0.0004253217],"domain_scores_gemma":[0.9980362,0.00009994943,0.0001560729,0.00007333414,0.00127497,0.0003594782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002775033,0.0001145433,0.354928,0.001553924,0.00007886746,0.001630026,0.02167396,0.000194839,0.001884442,0.01047553,0.3516504,0.255538],"study_design_scores_gemma":[0.00004057504,0.00005741469,0.5211729,0.0002728986,0.0001047329,0.0007596348,0.02879299,0.0002804425,0.0007702467,0.0005161038,0.4471495,0.00008261457],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5788878,0.005960956,0.0009221443,0.008039366,0.0003073662,0.0007983329,0.07512723,0.0003155714,0.3296413],"genre_scores_gemma":[0.7512543,0.01023519,0.003522394,0.008243496,0.0001158619,0.0007696503,0.0356518,0.0001337185,0.1900737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9981199,"threshold_uncertainty_score":0.1543725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0450719757479643,"score_gpt":0.3418350647686624,"score_spread":0.2967630890206981,"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."}}