{"id":"W4256120885","doi":"10.1007/978-0-387-39940-9_3290","title":"Picture Metadata","year":2009,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Database Systems","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Metadata; Computer science; World Wide Web","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002925073,0.0005661863,0.0008916077,0.0002450225,0.0001816907,0.0006107653,0.0007075838,0.0001918695,0.004447002],"category_scores_gemma":[0.00003732538,0.000478054,0.0002779381,0.00001028105,0.0002700702,0.001501227,0.0001752996,0.0005476656,0.0003635704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000439358,"about_ca_system_score_gemma":0.0001059257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001530586,"about_ca_topic_score_gemma":0.0004627744,"domain_scores_codex":[0.9975737,0.00002961851,0.0008787097,0.0005079195,0.0006817242,0.0003283125],"domain_scores_gemma":[0.9977525,0.0001038276,0.0005738849,0.001189681,0.0002311456,0.000148958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001283246,0.0000280092,0.000001432606,0.0003473643,0.000132986,0.00005306016,0.0009747442,5.131452e-7,5.86995e-7,0.8993356,0.09652064,0.002592197],"study_design_scores_gemma":[0.0001726982,0.0001094878,0.000001796394,0.0007922729,0.0001879907,0.00001035188,0.0004155155,0.000001017017,8.923602e-7,0.003502927,0.9942884,0.0005165893],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003725853,0.007016412,0.000007062906,0.00002450604,0.002467222,0.0004988859,0.01191221,0.000103167,0.9779333],"genre_scores_gemma":[0.001541238,0.001103365,0.00002288077,0.0001049999,0.003483452,0.00001194168,0.004648832,0.0000905517,0.9889928],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8977678,"threshold_uncertainty_score":0.9997671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04191376849015883,"score_gpt":0.2244067049568,"score_spread":0.1824929364666412,"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."}}