{"id":"W4296802455","doi":"10.3934/mbe.2022530","title":"External intervention model with direct and indirect propagation behaviors on social media platforms","year":2022,"lang":"en","type":"article","venue":"Mathematical Biosciences & Engineering","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Psychological intervention; Social media; Microblogging; Public opinion; Pandemic; Intervention (counseling); Computer science; Macro; Information Dissemination; Public health interventions; Internet privacy; Data science; Psychology; Coronavirus disease 2019 (COVID-19); Medicine; Political science; World Wide Web; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008887604,0.00009035739,0.0001169813,0.0001417878,0.0005915388,0.0001302216,0.0001553684,0.00002933493,0.0001521896],"category_scores_gemma":[0.0002030664,0.00006878919,0.00003154928,0.0003207757,0.0001188819,0.0003950871,0.00004896672,0.000124448,0.00000549126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001003836,"about_ca_system_score_gemma":0.00004230231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000846187,"about_ca_topic_score_gemma":0.00001134762,"domain_scores_codex":[0.9987189,0.00001860134,0.0001755005,0.0001306259,0.000721096,0.000235256],"domain_scores_gemma":[0.9996734,0.00008288255,0.00007020686,0.0000520544,0.00001828018,0.0001031295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009609057,0.0005618087,0.0002159289,0.0001643951,0.00002436322,0.00001126018,0.4035438,0.01904298,0.004557529,0.5189775,0.0002737743,0.05253057],"study_design_scores_gemma":[0.002233356,0.001056198,0.0117821,0.0005485793,0.0001159918,0.0000501556,0.09746271,0.8592553,0.009934696,0.01452399,0.001213633,0.001823287],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870466,0.00000901985,0.008587025,0.0001296004,0.00009835502,0.0001794508,0.000006933533,0.0001066413,0.003836369],"genre_scores_gemma":[0.9983945,0.000002589065,0.001378247,0.00003069323,0.00003382212,0.00001744736,0.000002152215,0.000006161846,0.0001344237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8402123,"threshold_uncertainty_score":0.4549698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03308644405134239,"score_gpt":0.2807542637802969,"score_spread":0.2476678197289545,"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."}}