{"id":"W4296789810","doi":"10.18438/eblip30129","title":"What Do Reference Librarians Do Now?","year":2022,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Database transaction; Value (mathematics); Work (physics); Institution; Medical education; Psychology; Computer science; Public relations; Knowledge management; Library science; Sociology; Political science; Medicine","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.001638009,0.0001512921,0.0001360396,0.0003355386,0.002093707,0.005495014,0.0007298123,0.00007341358,0.01007376],"category_scores_gemma":[0.0008972885,0.000150059,0.00004872927,0.001402377,0.0002080847,0.8971261,0.0003362009,0.0004344409,0.0003385119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000276576,"about_ca_system_score_gemma":0.0009959762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001522646,"about_ca_topic_score_gemma":2.881198e-8,"domain_scores_codex":[0.9971392,0.0007875936,0.0005705972,0.0002063582,0.0009478404,0.0003484149],"domain_scores_gemma":[0.9971503,0.001662231,0.0005117642,0.0003392112,0.00007056872,0.0002659186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000166785,0.00003149921,0.0004050064,0.00002423828,0.000005298431,0.000002851349,0.007220068,0.0002333051,0.000002938054,0.9387543,0.02220053,0.03095317],"study_design_scores_gemma":[0.0001983368,0.0001295255,0.0008779023,0.0000983617,0.000008260133,0.000009572989,0.04672829,0.0006341058,0.00005151831,0.0007838666,0.9502693,0.0002109516],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007397332,0.004076305,0.0006422685,0.7496052,0.002334191,0.001033907,0.00007113897,0.0006763947,0.2341632],"genre_scores_gemma":[0.2029753,0.03038984,0.005503691,0.7538893,0.0003692775,0.0002190662,0.0002742816,0.00001939003,0.006359827],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9379705,"threshold_uncertainty_score":0.9992054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02339273625153305,"score_gpt":0.2896220499045144,"score_spread":0.2662293136529814,"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."}}