{"id":"W4385258752","doi":"10.15460/hup.228.1677","title":"Beyond Technology","year":2004,"lang":"en","type":"book-chapter","venue":"","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, Los Angeles; University of Toronto; European Bank for Reconstruction and Development; Andrew W. Mellon Foundation; United States Agency for International Development","keywords":"Cataloging; Library science; Union catalog; European union; Political science; Soviet union; National library; Foundation (evidence); World Wide Web; Geography; Computer science; Law; Business","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008270323,0.0001514804,0.0001712352,0.0004238414,0.00006774929,0.0002096404,0.001669697,0.0002636666,0.0006463728],"category_scores_gemma":[0.000002384679,0.0001187404,0.00006234816,0.0001154169,0.00007725073,0.002350215,0.0003731111,0.0001600241,0.005240985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003460626,"about_ca_system_score_gemma":0.0002206653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001608182,"about_ca_topic_score_gemma":3.76454e-7,"domain_scores_codex":[0.9990124,0.000001461359,0.0002859872,0.0002536151,0.0002825887,0.0001639794],"domain_scores_gemma":[0.9990496,0.000007603044,0.0001387888,0.0006933386,0.0000514572,0.00005922174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[6.826627e-8,8.527388e-7,0.000001481473,0.000004001512,0.00000332445,0.000003979732,0.000081704,0.000002456277,0.000001493185,0.9836575,0.006969207,0.009273873],"study_design_scores_gemma":[0.0000468316,0.00002727145,9.558563e-7,0.00002065927,2.969544e-7,0.00002441965,0.000006881941,0.000119417,0.00009961865,0.5001719,0.4993483,0.0001334186],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[8.835353e-7,0.00008382786,0.05025114,0.002556141,0.0005348813,0.0001121334,0.000001505383,0.000458159,0.9460014],"genre_scores_gemma":[0.00132276,0.00002353147,0.008967903,0.001945161,0.00007299685,0.00000350466,0.000004024214,0.00000710998,0.987653],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4923791,"threshold_uncertainty_score":0.9955335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01154836663290848,"score_gpt":0.1943372042814808,"score_spread":0.1827888376485723,"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."}}