{"id":"W2016069715","doi":"10.1145/2070336.2070352","title":"How to make ada go 'viral'","year":2011,"lang":"en","type":"article","venue":"ACM SIGAda Ada Letters","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"General Dynamics (Canada)","funders":"","keywords":"Popularity; Mainstream; Point (geometry); Computer science; Viral marketing; World Wide Web; Advertising; Internet privacy; Business; Psychology; Political science; Social psychology; Social media","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":[0.005984847,0.0006425884,0.0002895049,0.00102541,0.005834736,0.01146658,0.001158595,0.003027575,0.04230348],"category_scores_gemma":[0.01987417,0.0004287717,0.0004346638,0.0006548623,0.003578546,0.01402848,0.003640213,0.004975275,0.04400614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001485399,"about_ca_system_score_gemma":0.002117066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009500527,"about_ca_topic_score_gemma":0.01082789,"domain_scores_codex":[0.9959313,0.001608989,0.0001061298,0.0003239045,0.00140019,0.0006293969],"domain_scores_gemma":[0.9891101,0.001746495,0.0005304265,0.00114902,0.004138387,0.003325482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005222378,0.00019233,0.004429758,0.000109284,0.00001868302,0.0001982205,0.01396131,0.00006912097,0.002215643,0.03500119,0.748573,0.1951794],"study_design_scores_gemma":[0.00001159036,0.00005128924,0.002007215,0.00006711968,0.000009486867,0.0001773017,0.007717669,0.0001297974,0.0004320002,0.0063881,0.9829835,0.00002503032],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.05318777,0.004060341,0.01322371,0.3558737,0.01467639,0.0001646279,0.0004406385,0.003497338,0.5548755],"genre_scores_gemma":[0.3004964,0.004832768,0.02503994,0.1263343,0.003488097,0.0001954466,0.0008880157,0.003152282,0.5355727],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.04230348,"threshold_uncertainty_score":0.1415192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03229160905340734,"score_gpt":0.253286128761819,"score_spread":0.2209945197084117,"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."}}