{"id":"W3144895089","doi":"10.29173/iasl7810","title":"Social Role of the Librarians of the Federal Institute of Education, Science and Technology","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Information Science and Libraries","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Relation (database); Public relations; Political science; Library science; Information science; Sociology; Foundation (evidence); Medical education; Pedagogy; Computer 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":[],"consensus_categories":[],"category_scores_codex":[0.0002530938,0.00007025577,0.0001269916,0.0001144697,0.0003661783,0.0001979984,0.001513958,0.00005515857,0.000003894231],"category_scores_gemma":[0.0003631615,0.00004406168,0.00002842521,0.002362892,0.001957319,0.003401438,0.0009119802,0.0001060018,5.034246e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009835977,"about_ca_system_score_gemma":0.003430042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001419436,"about_ca_topic_score_gemma":0.000002639924,"domain_scores_codex":[0.9989467,0.0000061093,0.0002634713,0.0001721304,0.000463037,0.0001485312],"domain_scores_gemma":[0.9971923,0.000009971039,0.0002860625,0.0001658533,0.002319529,0.00002634056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00000153707,0.00002906829,0.01260489,0.0000306621,0.000002955584,2.319119e-8,0.08420049,3.43172e-7,0.009548326,0.8839495,0.0003770752,0.009255118],"study_design_scores_gemma":[0.0002040793,0.00005523903,0.07653192,0.0001347187,0.000007851312,0.00003669685,0.1018539,0.001353016,0.6859643,0.125131,0.00854543,0.0001817121],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805724,0.00004532568,0.0003801949,0.01112657,0.0002227035,0.0001116109,0.000004898161,0.00002082479,0.007515491],"genre_scores_gemma":[0.9982057,0.000003637484,0.001332773,0.0002595914,0.00001553318,0.000005129675,1.458271e-7,0.000001396994,0.000176116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7588184,"threshold_uncertainty_score":0.7211825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01237152679686174,"score_gpt":0.2370417028926322,"score_spread":0.2246701760957705,"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."}}