{"id":"W3161533314","doi":"10.51685/jqd.2021.006","title":"Cracking Open the News Feed","year":2021,"lang":"en","type":"article","venue":"Journal of Quantitative Description Digital Media","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; Craig Newmark Philanthropies; John S. and James L. Knight Foundation; Princeton University; Bill and Melinda Gates Foundation; Charles Koch Foundation; National Science Foundation","keywords":"Misinformation; Credibility; Context (archaeology); Social media; Internet privacy; Gatekeeping; Politics; News media; Advertising; Fake news; Political science; World Wide Web; Computer science; History; Business","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002601011,0.0004887739,0.0005331587,0.006555499,0.001279576,0.004294002,0.0004823959,0.001143413,0.004883417],"category_scores_gemma":[0.03148874,0.0003303769,0.000295488,0.005033133,0.0008649342,0.006067265,0.002323125,0.001151939,0.003145897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000648368,"about_ca_system_score_gemma":0.0004084512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003685217,"about_ca_topic_score_gemma":0.005235503,"domain_scores_codex":[0.9963741,0.0009779221,0.0002721853,0.000491533,0.00157673,0.000307408],"domain_scores_gemma":[0.9618989,0.01894851,0.009854753,0.003756521,0.004629572,0.0009117654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007834097,0.0002636244,0.744339,0.001126646,0.0003300887,0.00126657,0.01431883,0.001168401,0.005094549,0.008343199,0.03306606,0.1898996],"study_design_scores_gemma":[0.00002746346,0.0002444698,0.7630305,0.0006891824,0.0002531109,0.002126349,0.01636994,0.01493266,0.008560511,0.007792431,0.1858431,0.0001302017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9397383,0.002049955,0.006560631,0.001776333,0.0002789751,0.0001293981,0.01016176,0.0005060781,0.03879855],"genre_scores_gemma":[0.9747487,0.0008366917,0.004344835,0.0004090276,0.0003856827,0.00008753152,0.00987115,0.0002010057,0.009115354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006555499,"threshold_uncertainty_score":0.01633662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.167880812488358,"score_gpt":0.3910713547513945,"score_spread":0.2231905422630365,"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."}}