{"id":"W4386743288","doi":"10.51408/csit2023_47","title":"How to Make the Information Dissemination Process More Effective: Studies based on Simulation Methods","year":2023,"lang":"en","type":"article","venue":"","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Process (computing); Social media; Information Dissemination; Dissemination; Channel (broadcasting); World Wide Web; Multimedia; Telecommunications","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01072043,0.001054654,0.0011176,0.002356188,0.0008265305,0.003553455,0.001517623,0.002441657,0.003645369],"category_scores_gemma":[0.05763025,0.0004913773,0.001234365,0.002347181,0.001541402,0.004589923,0.001484528,0.001669223,0.0004178749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002135177,"about_ca_system_score_gemma":0.002372012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003313254,"about_ca_topic_score_gemma":0.001198553,"domain_scores_codex":[0.9901424,0.008032082,0.000302691,0.0004650656,0.0007308809,0.0003269353],"domain_scores_gemma":[0.8786083,0.1134812,0.003024838,0.001881884,0.002403652,0.0006000407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009798391,0.003155879,0.02050373,0.005602319,0.0008089225,0.0003529179,0.005829213,0.441993,0.003304066,0.2845147,0.004154106,0.2288013],"study_design_scores_gemma":[0.0002651807,0.001179102,0.003501166,0.001184362,0.0004470533,0.0002062751,0.002717962,0.8951485,0.003911412,0.07723639,0.01407495,0.0001276869],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3713329,0.01923624,0.5514132,0.004123616,0.0005667115,0.002198481,0.000337078,0.000477989,0.05031374],"genre_scores_gemma":[0.889492,0.007924099,0.09849544,0.0002534958,0.0001339171,0.001160388,0.0001218528,0.00007555681,0.002343256],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01072043,"threshold_uncertainty_score":0.05669576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01928763636685183,"score_gpt":0.4396343501562095,"score_spread":0.4203467137893577,"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."}}