{"id":"W4406220446","doi":"10.18280/ts.410621","title":"Image Content Analysis for Social Media Public Opinion Monitoring and Response Strategies","year":2024,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Sentiment Analysis and Opinion Mining","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Department of Education, Fujian Province","keywords":"Public opinion; Content analysis; Content (measure theory); Social media; Image (mathematics); Computer science; Artificial intelligence; Political science; Sociology; Mathematics; Social science; World Wide Web; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007538167,0.0006272383,0.0005455077,0.004588649,0.0004147777,0.001233645,0.0003645197,0.0005412863,0.003652346],"category_scores_gemma":[0.00252057,0.0001512685,0.0005094145,0.002021001,0.0002274004,0.001025101,0.0003681321,0.0004339499,0.002211191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005421604,"about_ca_system_score_gemma":0.0004110136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002380659,"about_ca_topic_score_gemma":0.002631837,"domain_scores_codex":[0.9994117,0.0001205001,0.00003573074,0.0001027065,0.0002274462,0.0001019409],"domain_scores_gemma":[0.9985095,0.0004866682,0.0001865566,0.0000852337,0.0006737037,0.00005841107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008867235,0.0004889846,0.02659756,0.0004302109,0.0001868429,0.0002222957,0.0003597987,0.006365768,0.1534744,0.003347335,0.0137097,0.7939304],"study_design_scores_gemma":[0.00005871169,0.0006617045,0.1021514,0.0000890816,0.0003944046,0.0004804261,0.001180839,0.7129235,0.1578852,0.006146288,0.01792589,0.0001026337],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4621509,0.00216186,0.5005338,0.001030495,0.0003510031,0.0008388981,0.006026291,0.005023567,0.0218832],"genre_scores_gemma":[0.8835661,0.000589172,0.1061731,0.0001218543,0.0003325752,0.0003103083,0.002527883,0.0001581171,0.006221002],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004588649,"threshold_uncertainty_score":0.0122183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.122223241523814,"score_gpt":0.3276902268296781,"score_spread":0.2054669853058641,"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."}}