{"id":"W345678411","doi":"10.1007/978-0-387-39940-9_3109","title":"Multimedia Information Retrieval","year":2009,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Database Systems","topic":"Image Retrieval and Classification Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Information retrieval","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"],"consensus_categories":[],"category_scores_codex":[0.0005654508,0.0003725917,0.0005422301,0.0004116756,0.00006590941,0.0001139827,0.001228634,0.0003391493,0.0000486451],"category_scores_gemma":[0.0001489378,0.0003454346,0.00015461,0.0001496118,0.00007926122,0.001785227,0.0002514203,0.0003909845,0.0004569392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009389192,"about_ca_system_score_gemma":0.0002665043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002863025,"about_ca_topic_score_gemma":6.88612e-7,"domain_scores_codex":[0.9973378,0.00004141558,0.0010693,0.0003901503,0.0009131508,0.0002481612],"domain_scores_gemma":[0.9967906,0.0001170491,0.001015495,0.001490301,0.0004383967,0.0001481111],"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":[0.00003697877,0.00005672516,0.000004191942,0.0007339793,0.00007840042,0.00003110016,0.0004030661,0.000001587936,0.0002752477,0.7104797,0.04984208,0.238057],"study_design_scores_gemma":[0.0001986207,0.0000959903,0.00001252828,0.0004323187,0.00002642321,0.00002108564,0.000007183492,0.002021493,0.000716911,0.0009457489,0.9951127,0.0004090659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[9.373496e-7,0.001296676,0.2612082,0.00009995043,0.001055741,0.0007258268,0.000507656,0.0004020415,0.7347029],"genre_scores_gemma":[0.0008502041,0.01276506,0.06906482,0.0002764482,0.001381447,0.00004380834,0.003863754,0.00009332589,0.9116611],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9452705,"threshold_uncertainty_score":0.9998997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01394352330624111,"score_gpt":0.2336334129246335,"score_spread":0.2196898896183924,"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."}}