{"id":"W2607004507","doi":"10.71781/10916","title":"Intégration d'une nouvelle approche sémantique basée sur les caractéristiques visuelles des concepts dans un système de recherche d'images par contenu et par texte","year":2005,"lang":"fr","type":"dissertation","venue":"Open MIND","topic":"Image Retrieval and Classification Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004559975,0.000882023,0.0009827922,0.0002065794,0.0008830492,0.001984129,0.002567839,0.001256469,0.0005536694],"category_scores_gemma":[0.001546785,0.0008627735,0.0002880097,0.0009763438,0.0006560256,0.002135488,0.0003741423,0.001446055,0.0002758261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008448196,"about_ca_system_score_gemma":0.001973788,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006821224,"about_ca_topic_score_gemma":0.006875818,"domain_scores_codex":[0.9929087,0.003009913,0.00127993,0.001466619,0.000561366,0.0007734785],"domain_scores_gemma":[0.9948841,0.00104154,0.001193198,0.0009426813,0.00164479,0.0002936914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001655688,0.0005854532,0.001305766,0.0003341188,0.0001635777,0.00005312211,0.0567309,0.00001373609,0.1968376,0.003762535,0.0008317863,0.7392158],"study_design_scores_gemma":[0.0005423109,0.0002736127,0.02884019,0.00157175,0.0001673657,0.00006156982,0.01031034,0.005808005,0.9384965,0.002123573,0.01068778,0.001116974],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1348836,0.003605559,0.8237931,0.00270727,0.0003052183,0.002606072,0.0001842156,0.0001126536,0.03180236],"genre_scores_gemma":[0.6579109,0.003194981,0.3137245,0.0001545386,0.0001721147,0.0003312574,0.0008407433,0.00008738367,0.02358357],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7416589,"threshold_uncertainty_score":0.9997925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2051078694241907,"score_gpt":0.3854102447399643,"score_spread":0.1803023753157736,"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."}}