{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00106979,0.0001242191,0.0002548431,0.0004893762,0.0003047377,0.00123059,0.000233219,0.00009737149,0.0002719892],"category_scores_gemma":[0.006657897,0.0001039953,0.000164625,0.0008011386,0.000228719,0.007606466,0.00001904126,0.0002320113,0.0009565835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001414627,"about_ca_system_score_gemma":0.0002299901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008280725,"about_ca_topic_score_gemma":0.00011204,"domain_scores_codex":[0.9977779,0.0001346372,0.0005397611,0.00009480218,0.001128966,0.0003239793],"domain_scores_gemma":[0.9978362,0.0008423344,0.0004968168,0.00006271141,0.0004958104,0.0002661526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003062313,0.0001491281,0.0001754212,0.00001825091,0.00007285473,0.00006591793,0.505127,0.00004114956,0.0002504976,0.09836337,0.2866634,0.1087667],"study_design_scores_gemma":[0.001278858,0.000347072,0.02312677,0.0003405945,0.00002728076,0.00001299741,0.8134051,0.00009628974,0.0001676885,0.02163363,0.1392161,0.0003476734],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.960532,0.0001810083,0.0001935161,0.007626632,0.005923104,0.0001447854,0.00005626305,0.00008917171,0.02525352],"genre_scores_gemma":[0.9957364,0.001402011,0.0001281113,0.000600727,0.0008672051,9.805248e-7,0.00003219646,0.00001520136,0.001217212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3082781,"threshold_uncertainty_score":0.9998213,"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."}}