{"id":"W2593274187","doi":"10.21083/partnership.v13i1.3971","title":"Academic Librarians and the PhD","year":2018,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Credential; Subject (documents); Key (lock); Library science; Political science; Sociology; Academic library; Medical education; Public relations; Computer science; Medicine; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01787997,0.0002294772,0.0006500296,0.002459573,0.01195896,0.01866544,0.000921849,0.006069419,0.04465576],"category_scores_gemma":[0.05400476,0.0003260492,0.0004305897,0.002351759,0.01430257,0.01020311,0.01064003,0.009189351,0.0107163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01318552,"about_ca_system_score_gemma":0.03741714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02050893,"about_ca_topic_score_gemma":0.03219769,"domain_scores_codex":[0.9797837,0.0105324,0.0007180088,0.001410885,0.004434927,0.00312019],"domain_scores_gemma":[0.947803,0.011353,0.001344063,0.001970396,0.009265072,0.02826454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006435814,0.00007330987,0.002324782,0.000182384,0.0000102506,0.0002167847,0.006442278,0.00004697607,0.00012391,0.3527444,0.5510129,0.08675775],"study_design_scores_gemma":[0.00002516201,0.00004218992,0.001533673,0.0003557137,0.000004762202,0.0001988154,0.006982361,0.00003825751,0.0000896569,0.05689517,0.9338149,0.00001934919],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004105289,0.01591508,0.0007261013,0.727485,0.009133959,0.00002590716,0.0001053451,0.00005997062,0.2424432],"genre_scores_gemma":[0.2744095,0.02127401,0.002038089,0.2452181,0.01371195,0.0001107003,0.0001780534,0.0001645549,0.442895],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04465576,"threshold_uncertainty_score":0.1493884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09080608034479158,"score_gpt":0.3829537495471887,"score_spread":0.2921476692023971,"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."}}