{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007504318,0.00007497373,0.0001022127,0.0006220619,0.0002175476,0.0006506477,0.001113542,0.00007989167,0.001137271],"category_scores_gemma":[0.0005433368,0.00006436624,0.0001053849,0.000808612,0.0001217463,0.004604594,0.00002972767,0.0001605417,0.0002372835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006172946,"about_ca_system_score_gemma":0.00267436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005542208,"about_ca_topic_score_gemma":0.01241375,"domain_scores_codex":[0.9984714,0.0001210826,0.0003159057,0.00009946616,0.0007319077,0.0002602065],"domain_scores_gemma":[0.9990017,0.0001818178,0.0001751661,0.00007995361,0.0001491211,0.0004122888],"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":[0.00006918354,0.00005562601,0.5857913,0.000003558238,0.0001122511,0.001215206,0.01788499,0.0001149864,0.0002310177,0.2533086,0.1292198,0.01199339],"study_design_scores_gemma":[0.0004356351,0.00007528286,0.3320991,0.00004671303,0.000007007021,0.000044624,0.004457172,0.0000944193,0.00008444298,0.07452722,0.5879356,0.0001927116],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5200236,0.00006346841,0.0001344599,0.1740419,0.007568655,0.0001078015,0.00003559503,0.0001199764,0.2979045],"genre_scores_gemma":[0.9907181,0.0000893411,0.0003203865,0.001558874,0.002491712,0.000001025497,0.00001532831,0.0000089438,0.004796258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4706945,"threshold_uncertainty_score":0.9997758,"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."}}