{"id":"W4385249654","doi":"10.1109/med59994.2023.10185814","title":"Predicting Opinions in Social Networks Using Recurrent Neural Networks","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":"Concordia University","funders":"","keywords":"Recurrent neural network; Computer science; Softmax function; Sigmoid function; Public opinion; Artificial intelligence; Social media; Artificial neural network; Function (biology); Social network (sociolinguistics); Sentiment analysis; Machine learning; Data science; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009124355,0.000592296,0.0004298896,0.0007700818,0.0002836713,0.0007103803,0.0005919136,0.0006730718,0.0006539988],"category_scores_gemma":[0.00523301,0.0002584969,0.0004342567,0.0004796201,0.0002915471,0.001068266,0.0003817595,0.0006252478,0.0002736017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007439652,"about_ca_system_score_gemma":0.0002176027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009723699,"about_ca_topic_score_gemma":0.009020803,"domain_scores_codex":[0.9995862,0.0001261377,0.0000227795,0.00010921,0.00008917088,0.00006666112],"domain_scores_gemma":[0.998166,0.0010105,0.0003405658,0.00006246439,0.0003601787,0.0000602591],"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":[0.0002657146,0.000138494,0.02602437,0.0000746411,0.0001608838,0.0002721409,0.0002600325,0.8976482,0.005405906,0.003578024,0.001498592,0.06467314],"study_design_scores_gemma":[0.000001550828,0.000008089793,0.0007290216,0.000001616051,0.00000415635,0.000003906928,0.00000883066,0.9983332,0.0002450886,0.0006107988,0.00005180967,0.000001942741],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7627744,0.0005879691,0.2313504,0.0006072827,0.000102916,0.00005949166,0.0003780963,0.0004808452,0.003658531],"genre_scores_gemma":[0.9907445,0.00009351239,0.008218613,0.0000341872,0.00003572879,0.00001738072,0.0001835753,0.00001058016,0.0006618305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009723699,"threshold_uncertainty_score":0.0193342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03389886021585635,"score_gpt":0.3235287601729056,"score_spread":0.2896298999570492,"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."}}