{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009620416,0.001094718,0.000866721,0.0009523855,0.0008365434,0.001500436,0.001623839,0.002072908,0.007164945],"category_scores_gemma":[0.003564636,0.0003743946,0.0009384624,0.0004704628,0.001303461,0.002351552,0.001338495,0.001498499,0.0005846443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001325592,"about_ca_system_score_gemma":0.001241371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01078273,"about_ca_topic_score_gemma":0.005089703,"domain_scores_codex":[0.9993075,0.0002091056,0.00002679453,0.0001769632,0.0001253161,0.0001543062],"domain_scores_gemma":[0.9979765,0.001110464,0.0003501748,0.00009154259,0.0003196544,0.0001516757],"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":[0.000240754,0.0002315459,0.005468877,0.0002003584,0.00009001703,0.0009457092,0.0005976303,0.7976445,0.003523336,0.1756071,0.002880858,0.01256922],"study_design_scores_gemma":[0.00003321241,0.00006376774,0.0006272863,0.000009591647,0.00003604348,0.00004204866,0.00007089755,0.9868097,0.0002210484,0.01131164,0.0007555186,0.00001924428],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3978028,0.000866244,0.5366927,0.004599097,0.0003921792,0.0004246635,0.001429419,0.0006216046,0.0571713],"genre_scores_gemma":[0.9729326,0.0003338823,0.00767281,0.0001506008,0.0000690248,0.0002767147,0.0001386955,0.00002744397,0.01839825],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01078273,"threshold_uncertainty_score":0.02396917,"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."}}