{"id":"W3123744018","doi":"10.1145/3449092","title":"Exploring Lightweight Interventions at Posting Time to Reduce the Sharing of Misinformation on Social Media","year":2021,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Misinformation; Social media; Psychological intervention; Internet privacy; Computer science; World Wide Web; Psychology; Computer security","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":[0.01041128,0.001504855,0.0006755315,0.001271982,0.0009798529,0.001973826,0.001936111,0.001376021,0.006462868],"category_scores_gemma":[0.08199029,0.0005924434,0.0006972243,0.0004825474,0.0009730916,0.003523266,0.002320476,0.001757685,0.001172283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008422972,"about_ca_system_score_gemma":0.001897469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009197579,"about_ca_topic_score_gemma":0.001750111,"domain_scores_codex":[0.9904879,0.006719514,0.0004515904,0.0008374841,0.001071998,0.0004314587],"domain_scores_gemma":[0.9055903,0.07582843,0.008126379,0.005151347,0.002569484,0.002734023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.005266932,0.02571008,0.05286333,0.00699779,0.0005207341,0.0004403044,0.03201308,0.006094508,0.04477353,0.005136565,0.00573362,0.8144495],"study_design_scores_gemma":[0.01420304,0.1152248,0.3658719,0.0103097,0.005785655,0.001403463,0.0643357,0.158546,0.07999177,0.07582177,0.1071764,0.001329917],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9075261,0.0005614217,0.0742818,0.002388365,0.000149242,0.003644446,0.0001878858,0.002706477,0.008554183],"genre_scores_gemma":[0.8587734,0.0003065798,0.1339128,0.0006518747,0.00006898172,0.004188763,0.0001458414,0.0001134573,0.001838375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01041128,"threshold_uncertainty_score":0.05506074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3025225327048007,"score_gpt":0.3940998446864759,"score_spread":0.09157731198167524,"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."}}