{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.008144422,0.0007263279,0.0007435587,0.005966386,0.001310378,0.007886435,0.001900092,0.00171967,0.02181334],"category_scores_gemma":[0.03067692,0.0008231339,0.0006995808,0.003845392,0.001390616,0.01383624,0.002985415,0.002096791,0.01230346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001359075,"about_ca_system_score_gemma":0.003600136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002143168,"about_ca_topic_score_gemma":0.005210876,"domain_scores_codex":[0.9944034,0.0009045026,0.0004765835,0.000331171,0.003673258,0.0002110738],"domain_scores_gemma":[0.9667097,0.01241157,0.002744716,0.003344903,0.01318431,0.001604843],"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":[0.00007142791,0.00009861517,0.001349791,0.001315968,0.00001560837,0.0002947842,0.001953869,0.0001436318,0.002262624,0.007069493,0.3117767,0.6736475],"study_design_scores_gemma":[0.00001025193,0.0000756861,0.0007962579,0.0003876075,0.00001762528,0.0005275416,0.0003136662,0.0001316537,0.0006460012,0.0005029461,0.9965578,0.00003298975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0480055,0.07403923,0.2425855,0.05996859,0.03258778,0.003849919,0.004326585,0.06232355,0.4723133],"genre_scores_gemma":[0.09535956,0.06127281,0.4463884,0.02438064,0.01225224,0.002550995,0.009436195,0.01491096,0.3334482],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9921136,"threshold_uncertainty_score":0.07297289,"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."}}