{"id":"W4414117523","doi":"10.1017/9781108950855.010","title":"Memetic Discourse on Social Media Platforms","year":2025,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Digital Communication and Language","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mindset; Focus (optics); Emoji; Memetics; Social media; Discourse analysis; Sketch","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":[],"consensus_categories":[],"category_scores_codex":[0.0007522979,0.0005497849,0.0001968186,0.001820752,0.002635953,0.006922692,0.0006666737,0.001101976,0.0112217],"category_scores_gemma":[0.001691958,0.0001734495,0.0001935026,0.001805785,0.005092544,0.007447865,0.002906851,0.001296189,0.002293675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001834599,"about_ca_system_score_gemma":0.0007871332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005332134,"about_ca_topic_score_gemma":0.0006632064,"domain_scores_codex":[0.9994444,0.000290485,0.00001329631,0.00004410602,0.0001596972,0.00004800355],"domain_scores_gemma":[0.9993024,0.0005238561,0.00002776201,0.00006275219,0.00004406103,0.00003913932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001946029,0.00002152261,0.0001094171,0.0002571483,0.000005185084,0.0002998085,0.03187976,0.0003722256,0.001100078,0.8915135,0.02513678,0.04928504],"study_design_scores_gemma":[0.000005809404,0.00001422804,0.0003388832,0.0005117951,0.000004559514,0.0004219271,0.01046853,0.0005912507,0.0009840609,0.1276963,0.8589532,0.000009255396],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01686069,0.01260034,0.006131343,0.003532027,0.0007798522,0.00002422358,0.00006210095,0.0001080132,0.9599014],"genre_scores_gemma":[0.4610543,0.0198307,0.004645987,0.001375099,0.001642436,0.0001720319,0.000180694,0.0003205468,0.5107782],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0112217,"threshold_uncertainty_score":0.03754038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03450177434471729,"score_gpt":0.2328766611755921,"score_spread":0.1983748868308748,"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."}}