{"id":"W4232214889","doi":"10.1007/978-0-387-39940-9_2802","title":"Image Content","year":2009,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Database Systems","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Content (measure theory); Computer science; Mathematics; Mathematical analysis","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":["insufficient_payload"],"category_scores_codex":[0.0009723351,0.001090854,0.001874383,0.0006504598,0.0000823841,0.00005985907,0.0009631946,0.0005058039,0.0009775995],"category_scores_gemma":[0.0002198464,0.001045876,0.0004617468,0.00008903687,0.0002960135,0.0005136549,0.0003018339,0.000819728,0.01617123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002907896,"about_ca_system_score_gemma":0.0003497511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005738878,"about_ca_topic_score_gemma":0.00007112801,"domain_scores_codex":[0.9945605,0.000118133,0.001950399,0.001128433,0.001578795,0.0006636763],"domain_scores_gemma":[0.9941426,0.0002015306,0.001860987,0.002800805,0.0005816694,0.0004124107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000222173,0.0002469769,0.00005151227,0.002420264,0.0007580043,0.001188226,0.0002370849,0.000004465377,0.006292187,0.1606666,0.8245544,0.003358118],"study_design_scores_gemma":[0.0008282998,0.0001446477,0.00002931651,0.00269283,0.0003709087,0.0001013956,0.00006325559,0.00003327928,0.00005374191,0.0001674784,0.9944778,0.001037046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000403044,0.008296864,0.0001002744,0.00002204141,0.002022787,0.001866909,0.02973616,0.0003454672,0.9575692],"genre_scores_gemma":[0.0002587007,0.00297343,0.001502361,0.00003317903,0.001935541,0.000060024,0.008175579,0.0005614117,0.9844998],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1699234,"threshold_uncertainty_score":0.9999356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03774078031039455,"score_gpt":0.2536545077564974,"score_spread":0.2159137274461029,"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."}}