{"id":"W1986202483","doi":"10.1108/07419050911010723","title":"Introducing RefAware: a unique current awareness product","year":2009,"lang":"en","type":"article","venue":"Library Hi Tech News","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"CLARITY; Product (mathematics); Originality; Computer science; Key (lock); Value (mathematics); World Wide Web; Data science; Knowledge management; Political science; Creativity; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008094808,0.0002439202,0.0002229022,0.0003464414,0.0002185985,0.000882916,0.001276041,0.00005457052,0.00005717756],"category_scores_gemma":[0.00004827941,0.0002107853,0.00008038328,0.001865981,0.00002643118,0.00709002,0.0004026973,0.0002274365,0.00006847493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002509786,"about_ca_system_score_gemma":0.0004069273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004421849,"about_ca_topic_score_gemma":6.272286e-7,"domain_scores_codex":[0.9981524,0.0000658261,0.0003477281,0.0007344938,0.0003054081,0.0003941116],"domain_scores_gemma":[0.9988481,0.00004471754,0.0001085105,0.0008008189,0.00002266201,0.0001751569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002558439,0.0001373025,0.009059144,0.0000267597,0.00001071378,0.00002691649,0.0004504506,0.00003171759,0.0004586426,0.04561572,0.1952846,0.7488725],"study_design_scores_gemma":[0.0002633921,0.0001211158,0.0059783,0.00006456074,0.000002256919,0.0000231132,0.00001059379,0.0007156223,0.03789354,0.02355623,0.9309278,0.0004434529],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1839805,0.01032495,0.2304857,0.1666512,0.006814701,0.003346333,0.00002045613,0.01970059,0.3786756],"genre_scores_gemma":[0.8086763,0.0007821371,0.1317018,0.008785772,0.002111644,0.0001188533,0.0001079382,0.00008765966,0.04762789],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.748429,"threshold_uncertainty_score":0.8595576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01626756827442956,"score_gpt":0.2416837347644526,"score_spread":0.2254161664900231,"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."}}