{"id":"W2296409513","doi":"10.14288/1.0042687","title":"LIS education in the 21st century : leadership, vision, and management","year":2012,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Public relations","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001748347,0.00002275849,0.00006891687,0.00003897037,0.0001094957,0.0001576797,0.0005513894,0.00003112039,0.00001803498],"category_scores_gemma":[0.000001382493,0.0000592761,0.00002399842,0.0002735262,0.00005443342,0.001502891,0.0001799144,0.00005686979,0.000009697532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001199511,"about_ca_system_score_gemma":0.00002509149,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01227941,"about_ca_topic_score_gemma":0.02450705,"domain_scores_codex":[0.9994318,0.0000613161,0.00005069712,0.000162055,0.0001342402,0.0001598332],"domain_scores_gemma":[0.9996432,0.00002205876,0.00004025145,0.0002224699,0.00001802773,0.00005397286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[8.406901e-7,0.0001542875,0.02636713,0.00007970168,0.000005735957,0.000007351655,0.001939028,2.792463e-7,0.000004032649,0.0005791715,0.003465334,0.9673971],"study_design_scores_gemma":[0.0001656079,0.00001598126,0.9726121,0.00006910315,0.000005120822,0.00001622119,0.01576095,0.00006070064,1.010005e-7,0.000217815,0.0110089,0.00006732257],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804937,0.001730667,0.0002632593,0.001504449,0.0002001909,0.0001893045,0.000003644856,0.00003311834,0.01558169],"genre_scores_gemma":[0.9969229,0.0006019571,0.001619428,0.0004735921,0.0000240829,3.122476e-7,0.000003506727,0.000002219418,0.0003519717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9673298,"threshold_uncertainty_score":0.9942979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058048274041434,"score_gpt":0.1804517786737601,"score_spread":0.1698712959333457,"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."}}