{"id":"W4291818329","doi":"10.5210/fm.v27i8.11696","title":"Review of the methodological landscape of literacy and social media research","year":2022,"lang":"en","type":"article","venue":"First Monday","topic":"Social Media and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Social media; Sociology; Literacy; Happening; Digital literacy; Data science; Public relations; Computer science; World Wide Web; Political science; Pedagogy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0621621,0.0009138984,0.002465659,0.03572746,0.002512195,0.01037108,0.001915427,0.002879657,0.00246307],"category_scores_gemma":[0.1671989,0.001277527,0.001364745,0.03074206,0.006457295,0.008759334,0.004139297,0.003143109,0.0007831152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008365908,"about_ca_system_score_gemma":0.02290259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005287166,"about_ca_topic_score_gemma":0.01360075,"domain_scores_codex":[0.9301181,0.04346191,0.01250182,0.002621487,0.01047948,0.0008171775],"domain_scores_gemma":[0.661285,0.2891034,0.01449575,0.004012267,0.02939562,0.001707993],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000102906,0.0000955221,0.002603355,0.2061881,0.0007421257,0.000391892,0.009180316,0.0006188029,0.001373991,0.06229032,0.02997613,0.6864366],"study_design_scores_gemma":[0.00002925308,0.0001516592,0.005245067,0.3864374,0.000682875,0.000744698,0.008588744,0.0003301774,0.0006044314,0.02062104,0.5764922,0.00007249654],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007816962,0.9878877,0.001811168,0.006731815,0.0008419034,0.00005829921,0.00004954589,0.000009303007,0.001828557],"genre_scores_gemma":[0.008459629,0.9839731,0.004390036,0.001724612,0.0007719975,0.0002472231,0.00008732644,0.00001936298,0.0003266381],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9378379,"threshold_uncertainty_score":0.3287485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.290277875149777,"score_gpt":0.4870653325327058,"score_spread":0.1967874573829287,"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."}}