{"id":"W2600067662","doi":"10.18438/b8b05r","title":"Literature Suggests Information Professionals Have Adopted New Roles","year":2017,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Information","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital library; Scopus; Library science; Systematic review; Medical library; Information science; MEDLINE; Grey literature; Index (typography); Computer science; Web of science; World Wide Web; Information retrieval; Political science","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":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0006888519,0.0002155943,0.0001587504,0.0003561587,0.001028228,0.009372053,0.001514593,0.000161697,0.00008649201],"category_scores_gemma":[0.00206209,0.0001761067,0.00005395824,0.0003810652,0.00007830949,0.8858457,0.0005356475,0.0003342603,0.0002893715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001105731,"about_ca_system_score_gemma":0.0006175945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006783146,"about_ca_topic_score_gemma":3.647871e-8,"domain_scores_codex":[0.9981385,0.0001319863,0.0006488487,0.0001768896,0.000617022,0.0002867253],"domain_scores_gemma":[0.9969316,0.0005064331,0.001175334,0.000958339,0.0001514087,0.0002769023],"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":[0.0002208428,0.00003996619,0.001633549,0.0001929388,0.00001501326,0.000005121294,0.004982417,0.0002217419,0.00001660562,0.7119865,0.0455182,0.2351671],"study_design_scores_gemma":[0.0007213485,0.0001938189,0.03425102,0.001015192,0.00001082786,0.00005486734,0.000625634,0.08344591,0.003037879,0.001205329,0.8750157,0.0004224687],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004958971,0.001166123,0.2452601,0.6822646,0.001628827,0.001488245,0.00004267324,0.0009899646,0.06220049],"genre_scores_gemma":[0.409038,0.003223384,0.1679627,0.4166551,0.0004797819,0.00008646391,0.0005693114,0.00001683625,0.00196834],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8764737,"threshold_uncertainty_score":0.9916563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01473358358156829,"score_gpt":0.2685710394855775,"score_spread":0.2538374559040092,"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."}}