{"id":"W4316672388","doi":"10.18280/ria.360615","title":"Multi Label Automatic Image Annotation Neural Network to Handle Multi Media Image Retrieval","year":2022,"lang":"en","type":"article","venue":"Revue d intelligence artificielle","topic":"Image Retrieval and Classification Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Information retrieval; Image retrieval; Automatic image annotation; Search engine indexing; Image (mathematics); Data mining; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001068158,0.0002657682,0.0002971127,0.0002097928,0.0007452871,0.0003303325,0.001511019,0.00006414243,0.0003353691],"category_scores_gemma":[0.0004402379,0.0002808921,0.0001274391,0.002183641,0.0001033085,0.000634416,0.0007241485,0.0004062308,0.0006232254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001799638,"about_ca_system_score_gemma":0.00008475695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002510329,"about_ca_topic_score_gemma":0.000005887435,"domain_scores_codex":[0.9971342,0.0002674533,0.0007107132,0.0007587997,0.0005139066,0.0006149371],"domain_scores_gemma":[0.9980143,0.0002761893,0.0002467695,0.0009575663,0.0002889005,0.0002163105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001245226,0.001745121,0.0002471713,0.0001746437,0.0000500405,0.0001977281,0.01482921,0.01283503,0.5844797,0.007885525,0.009809487,0.3676218],"study_design_scores_gemma":[0.00009214305,0.0001640604,0.000214062,0.00002308618,0.000008053586,0.00003163877,0.0003842169,0.8578607,0.1383463,0.0005174218,0.002047441,0.0003108484],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01048121,0.0002254573,0.9846634,0.002208468,0.0007877269,0.0006803496,0.00002091027,0.0007476715,0.0001848207],"genre_scores_gemma":[0.3409377,0.0000336899,0.6552736,0.001002659,0.0001745712,0.0001790658,0.00003786565,0.0000472607,0.00231358],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8450257,"threshold_uncertainty_score":0.9999643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05308589695373084,"score_gpt":0.3024118110077947,"score_spread":0.2493259140540638,"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."}}