{"id":"W4366279913","doi":"10.51685/jqd.2023.007","title":"What Makes News Sharable on Social Media?","year":2023,"lang":"en","type":"article","venue":"Journal of Quantitative Description Digital Media","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Social Sciences and Humanities Research Council of Canada; John Templeton Foundation","keywords":"Headline; Misinformation; Social media; Psychology; Social psychology; Advertising; Internet privacy; Computer science; World Wide Web; Business; Computer security","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003435581,0.00030471,0.0002837703,0.002264122,0.001429113,0.005936545,0.0006161236,0.001124373,0.00326002],"category_scores_gemma":[0.02981051,0.0003022487,0.0002657768,0.00166133,0.003029063,0.009703581,0.001826252,0.0008525163,0.0006297535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001122653,"about_ca_system_score_gemma":0.0008865467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001986814,"about_ca_topic_score_gemma":0.00251507,"domain_scores_codex":[0.9969698,0.001096377,0.0001570739,0.0003121944,0.001129789,0.0003348284],"domain_scores_gemma":[0.9791687,0.00873235,0.006250873,0.002043481,0.002112274,0.001692282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005235096,0.0004791257,0.457255,0.001257331,0.0004948371,0.001766697,0.0985753,0.001173315,0.009920045,0.06134562,0.01514345,0.3520658],"study_design_scores_gemma":[0.00006224598,0.0005215354,0.6403524,0.001219597,0.0003754818,0.001877592,0.1493052,0.004597851,0.006296501,0.08428461,0.1109426,0.0001645024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9076407,0.001601239,0.002437943,0.01349792,0.0002847118,0.00005610887,0.0003145509,0.0001008791,0.07406592],"genre_scores_gemma":[0.9969968,0.000524,0.0006535138,0.0003667322,0.0001770853,0.00001159949,0.00009350074,0.00002647579,0.001150403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005936545,"threshold_uncertainty_score":0.01816928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2280477107340919,"score_gpt":0.3866242482804378,"score_spread":0.1585765375463459,"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."}}