{"id":"W2618827765","doi":"10.7939/r3pr7n73r","title":"Evolving and Emerging Trends of Digital Libraries User Interfaces","year":2012,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Metadata; Library science; Political science; Digital library; World Wide Web; Humanities; Media studies; Computer science; Sociology; Art","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00002011323,0.00008986151,0.0001471355,0.0001830211,0.00006085001,0.00009517411,0.0006199928,0.00004106989,0.000318343],"category_scores_gemma":[0.000003855099,0.00009290451,0.00004063227,0.0003061443,0.00009668374,0.02035341,0.0008511695,0.00005179055,0.000005340184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001566371,"about_ca_system_score_gemma":0.00002383362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001029681,"about_ca_topic_score_gemma":0.000005138737,"domain_scores_codex":[0.9994867,0.0000217231,0.00009792617,0.0001431701,0.00008963056,0.0001607949],"domain_scores_gemma":[0.9994523,0.0001386657,0.00009531846,0.0002144966,0.000007053941,0.00009219056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000436861,0.0001370917,0.8022395,0.0001257683,0.0001006962,0.000004353768,0.04226762,0.000007323098,0.0001833813,0.1318009,0.009659593,0.01343011],"study_design_scores_gemma":[0.001678786,0.0004305523,0.661928,0.0003741034,0.00007726156,0.00002686953,0.01288561,0.00780713,0.02487653,0.003867054,0.2848835,0.001164594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9243354,0.0008652064,0.0005670909,0.001592948,0.00009620474,0.00002557299,0.000003453856,0.00006233498,0.07245179],"genre_scores_gemma":[0.9850902,0.00002642259,0.007412163,0.00004346328,0.00002124783,1.888254e-8,0.000007167645,0.000005689717,0.00739364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2752239,"threshold_uncertainty_score":0.9933484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006734205180956761,"score_gpt":0.1687362106714538,"score_spread":0.162002005490497,"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."}}