{"id":"W2911704449","doi":"","title":"Proceedings of the 10th international conference on Asian digital libraries: looking back 10 years and forging new frontiers","year":2007,"lang":"en","type":"article","venue":"","topic":"Web and Library Services","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Forging; Political science; Library science; Engineering; Computer science; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005542198,0.00006698183,0.00006745953,0.00006043679,0.0000314898,0.0005308072,0.000707044,0.00002752172,0.0000887828],"category_scores_gemma":[0.000006652123,0.00004781883,0.00002483573,0.0001505734,0.00003882908,0.002264592,0.0002819827,0.00005825445,0.000007855872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000574458,"about_ca_system_score_gemma":0.00004207867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008824682,"about_ca_topic_score_gemma":0.000002035162,"domain_scores_codex":[0.9994151,0.00000144632,0.0001177582,0.0001673907,0.0001746571,0.0001236419],"domain_scores_gemma":[0.99975,0.00001488441,0.00006639127,0.0000866346,0.00002242902,0.00005966362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002960457,0.00002781111,0.04380168,0.00001921362,0.00003229971,0.000001789448,0.004109338,0.000002316295,0.0001911894,0.8300411,0.01719823,0.1045454],"study_design_scores_gemma":[0.002718899,0.0005242488,0.4177122,0.0007108445,0.00001717644,0.00004764323,0.01295782,0.05459618,0.02541294,0.1523607,0.3317381,0.001203164],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1772042,0.0000346698,0.02541854,0.005459798,0.0004719649,0.0001372757,0.000002254174,0.00008946704,0.7911819],"genre_scores_gemma":[0.9736999,0.000002969636,0.01714997,0.0004940779,0.00006862901,2.589402e-7,7.488696e-7,0.000004829521,0.008578639],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7964957,"threshold_uncertainty_score":0.5118586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01117132381139748,"score_gpt":0.2032531256098631,"score_spread":0.1920818017984656,"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."}}