{"id":"W3182172840","doi":"10.31234/osf.io/gzqcd","title":"What Makes News Sharable on Social Media?","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":12,"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; Advertising; Social psychology; 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":[0.0005049265,0.0001519065,0.0002377329,0.00008601617,0.0004340896,0.002058168,0.0003329302,0.0003950283,0.01461093],"category_scores_gemma":[0.0005905232,0.0001379708,0.000146263,0.0001482129,0.00009679975,0.0007950043,0.000176209,0.0003810015,0.0004918912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000147199,"about_ca_system_score_gemma":0.0007309889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001005255,"about_ca_topic_score_gemma":0.00824074,"domain_scores_codex":[0.9983421,0.0001424659,0.0002488991,0.000214554,0.0007275505,0.0003244192],"domain_scores_gemma":[0.9992207,0.0001356146,0.0001374894,0.0001953356,0.0001317846,0.0001790671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001148524,0.00007104789,0.0000098924,0.00005135874,0.00003587649,0.000007806647,0.4973041,0.00003914674,0.000004342683,0.04915604,0.3235943,0.1297145],"study_design_scores_gemma":[0.0002684657,0.000009551737,0.0009545893,0.0002409762,0.00001948878,4.890539e-7,0.6071933,0.00005391472,0.0001751714,0.003888278,0.3866996,0.0004961438],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0752299,0.0002056342,0.00005682261,0.01903467,0.006032942,0.0002786539,0.00001114596,0.000206203,0.898944],"genre_scores_gemma":[0.8417034,0.01293397,0.0008326425,0.02170393,0.005986965,0.00002069273,0.0004657996,0.00004931015,0.1163033],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7826407,"threshold_uncertainty_score":0.9989778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1206978523588176,"score_gpt":0.3711560505769667,"score_spread":0.2504581982181491,"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."}}