{"id":"W2516823703","doi":"10.1080/15228959.2016.1194244","title":"Curation and Coursework: Exploring Special Collections Librarianship at Western University","year":2016,"lang":"en","type":"article","venue":"Public & Access Services Quarterly","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Coursework; Vision; Library science; Column (typography); Service (business); Sociology; Public service; Political science; Public relations; Computer science; Pedagogy; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0002520763,0.00009963749,0.00009898355,0.0001622829,0.001621217,0.001564021,0.0005240436,0.00007902629,0.0007391509],"category_scores_gemma":[0.000009775082,0.00008387378,0.00003106607,0.0008029445,0.0001998262,0.02624183,0.00005837549,0.0000541544,0.00005012161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008873856,"about_ca_system_score_gemma":0.0002413874,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006394227,"about_ca_topic_score_gemma":0.02795811,"domain_scores_codex":[0.9987633,0.0001652292,0.0001414593,0.0003000378,0.0003078273,0.0003221842],"domain_scores_gemma":[0.999306,0.0001269598,0.0001150221,0.0001455421,0.00006825508,0.0002381884],"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":[0.0001030327,0.0001542341,0.6538214,0.00005145441,0.00003865198,0.00001910036,0.06267902,6.225786e-7,0.0002659409,0.1824831,0.003198341,0.09718508],"study_design_scores_gemma":[0.0009763601,0.0002979412,0.2878219,0.00009621861,0.00002804433,0.000004780392,0.04127444,0.00003384647,0.0001444281,0.01629606,0.6524697,0.0005562484],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8943882,0.00001630207,0.000367363,0.0335491,0.0008113141,0.0002210479,0.00002074952,0.0001718302,0.07045407],"genre_scores_gemma":[0.9890139,0.00008409277,0.00002721387,0.0002073266,0.001319397,0.000007147964,0.000009315709,0.000006342831,0.009325316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6492714,"threshold_uncertainty_score":0.9996786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09502636274970384,"score_gpt":0.2945267215818854,"score_spread":0.1995003588321815,"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."}}