{"id":"W2463394480","doi":"10.1177/0961000616654961","title":"Motivations for choosing librarianship as a second career among students at the University of British Columbia and the University of Hong Kong","year":2016,"lang":"en","type":"article","venue":"Journal of Librarianship and Information Science","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Library science; Sociology; Field (mathematics); Career Pathways; Perception; Graduate students; Career development; Pedagogy; Psychology; Medical education; Medicine; Computer 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":[0.003690764,0.0002783776,0.0005759546,0.001757078,0.008948664,0.009959102,0.0009170072,0.001561998,0.006025552],"category_scores_gemma":[0.008007099,0.0004432275,0.0003705369,0.001480651,0.002405779,0.001739533,0.004088138,0.002821628,0.001027874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004404615,"about_ca_system_score_gemma":0.01018579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1081368,"about_ca_topic_score_gemma":0.2366363,"domain_scores_codex":[0.9970984,0.0009699012,0.000192973,0.0001621574,0.0005120827,0.001064504],"domain_scores_gemma":[0.9824685,0.00244089,0.001739608,0.000211164,0.002043314,0.01109654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002967457,0.0008383906,0.6624243,0.0001088615,0.0000395381,0.001647781,0.3108742,0.00006024479,0.00101265,0.001606164,0.005049312,0.01604191],"study_design_scores_gemma":[0.0000149349,0.0001660379,0.1809471,0.0001060107,0.00001200896,0.0003065678,0.8115265,0.000166999,0.0001801195,0.0001554953,0.00637462,0.00004367547],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970414,0.0001365674,0.00003399578,0.0009204716,0.0000244752,0.00001605998,0.00002656074,0.000003042453,0.001797416],"genre_scores_gemma":[0.9958781,0.0002035955,0.00007604935,0.0006326102,0.00001207768,0.00001692953,0.00004101256,0.000005315744,0.003134286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1081368,"threshold_uncertainty_score":0.2150148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01511019816718343,"score_gpt":0.220689709198715,"score_spread":0.2055795110315316,"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."}}