{"id":"W3013341949","doi":"10.18438/eblip29617","title":"Survey Respondents Suggest that Some Academic Library Professionals without a Graduate Degree in Librarianship Have Prior Library Experience and Do Not Plan to Pursue a Library Degree","year":2020,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Administration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Academic library; Library science; Medical education; Position (finance); Graduate degree; Work (physics); Graduate students; Psychology; Sociology; Medicine; Computer science; Engineering; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.001278225,0.000453408,0.0004500763,0.0005781931,0.0008116494,0.004122567,0.001357723,0.0004135926,0.000736876],"category_scores_gemma":[0.00334277,0.0004192379,0.00006751716,0.002000817,0.0004406015,0.6123788,0.0007897675,0.001027355,0.0001117211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001190179,"about_ca_system_score_gemma":0.002341601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004521203,"about_ca_topic_score_gemma":9.38692e-7,"domain_scores_codex":[0.9939196,0.002282954,0.001060939,0.000776355,0.001225727,0.0007344849],"domain_scores_gemma":[0.9936016,0.004029328,0.0007168559,0.0004026653,0.00002696969,0.001222637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008746902,0.0002057434,0.7818036,0.0004308971,0.00002850735,0.0001220688,0.05506141,0.0000257133,0.0001075172,0.08365224,0.0373681,0.03244728],"study_design_scores_gemma":[0.0009481467,0.0004319831,0.8137818,0.001263686,0.00001963411,0.00001237942,0.01764512,0.0006817802,0.005354443,0.0005912923,0.1584294,0.0008403142],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5530876,0.0007800878,0.00006643313,0.4368992,0.0003083857,0.001803447,0.0001929245,0.0005864969,0.006275465],"genre_scores_gemma":[0.8300008,0.003198386,0.003359024,0.1611574,0.0003174104,0.0001419644,0.0002933986,0.00004665374,0.001485075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6082563,"threshold_uncertainty_score":0.999826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2078174014232028,"score_gpt":0.3696970530689336,"score_spread":0.1618796516457307,"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."}}